Video summary
This lecture presents a B-model description of simple gauge-string dualities that complements the previously discussed A-model approach by defining a B-twisted Landau-Ginsburg theory coupled to two-dimensional topological gravity. In this framework, the string background is determined by spectral curve data derived from the matrix model's Schwinger-Dyson equations, where physical states correspond to chiral primaries localized at critical points of the superpotential and correlators are computed via integrals over moduli space involving characteristic classes. A precise operator dictionary maps single-trace gauge theory observables to string vertex operators, accounting for non-trivial contact terms arising from gravity-matter interactions and degenerating Riemann surfaces, while naturally accommodating the double-scaling limit where the matter sector simplifies to pure topological gravity.
The formalism is rigorously tested using the quartic matrix model, where correlators are computed as full functions of the coupling constant by resumming infinitely many Feynman diagrams, correctly reproducing symmetry arguments and matching results from Schwinger-Dyson equations. At genus one, these correlators are expressed as integrals of specific closed differential forms over the moduli space $\mathcal{M}_{1,1}$, with the framework automatically handling boundary terms that arise when cycles of the torus pinch to localize contributions to the boundary of moduli space. This approach extends seamlessly to arbitrary potentials and higher genera, utilizing a computational "assembly line" developed with collaborators to generate explicit differential forms and compute integer-valued correlators for any genus and coupling through concrete verification checks.
While intermediate integrals in this process may involve complex coefficients, the final results consistently emerge as integers that count Wick contractions or branch coverings, reproducing known mathematical results from decades past and suggesting a deep connection between arithmetic points on moduli space and critical points of certain functions. The method provides a non-perturbative description of string theory duals for strongly coupled gauge theories by effectively resumming the coupling expansion, yielding compact rational functions despite the apparent complexity of the underlying integrands. Furthermore, this framework offers an explicit construction of B-model topological strings on specific Calabi-Yau geometries or spectral curves where independent definitions were previously unclear, thereby bridging significant gaps between matrix models and holographic duals across arbitrary endpoint functions.
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Please take a seat. Uh all right. So we
will kick off the day with the fourth
lecture of Rajes Gopakumar on string
gauge dualities.
>> Thank you. Uh thank you Franchesco. Um
so uh we yeah there are some right
so um so this is the final lecture in
which I'll introduce as promised
the bodel version of uh uh these uh
simple gate string dualities.
Uh so uh so yesterday we had I I talked
about a model duality uh in which I
motivated the duality in uh uh couple of
ways. Firstly from the matrix model side
how we had a combinatorial way which uh
in terms of permutations which is
equivalent to counting branch coverings.
Uh and how using the um the prescription
of this trouble reconstruction of closed
string world sheets from fineman
diagrams. uh we can uh we can kind of
guess what the a model what the duel is
which uh was and and then I proposed a
concrete a model duel and we could
actually I didn't have the time
yesterday to show but uh uh through this
connection to the sequels to one string
theory one can actually check that these
correlators uh agree of the a model and
uh what we are currently
what I couldn't
present was how to show from the world
sheet point of view that uh the so we
know that the answers for the a model
proposal agree with that of the matrix
model they reproduce them at all genus
but what we would further like to go
uh forward and show that indeed the a
model description that I mentioned gives
you exactly the kind of picture that the
matrix model gives. Namely, in terms of
these uh counting these belly maps,
these special maps from these particular
points on the modelized space, this uh
localization on these uh special
arithmetic points uh which are given by
integer treble lengths. So that's a
stronger statement which we would like
to show which I believe is true. uh uh
but the equality of the A model with the
matrix model is something that can be
checked. I just wanted to clarify that
that that part the as far as the duality
is concerned the uh the equality of
these two string theories.
we know that is true and we want to make
a kind of a more refined or toological
kind of a check of that duality which uh
hopefully will also be true but today
what I will show is more another world
sheet description so it's almost like
embarrassing to have multiple g string
dual descriptions but this will be will
look very different though in some sense
morally it is probably the mirror to the
description that I um described
yesterday though that is still not
completely clear to us how exactly it is
uh the mirror but uh I mean it's
plausible uh this is work with Aleandro
Guaketto and Edward here which is really
hot off the press in some sense meaning
it's not yet off the press it will be
hopefully appearing in in the next
couple of days and here the world sheet
picture we have a very complete control
over and we'll be able to
uh fully address the challenge that I uh
outlined in the very first lecture uh um
which was uh so basically do we have a
dictionary
um
u an operator dictionary
which
sort of uh
uh uh relates a
gauge theory single string gauge theory
observable. single trace gauge theory
observable to a single particle string
vertex operator such that
uh such that and the uh part two in some
sense is to show that there's
correlator
in at any genus
uh and with these couplings
uh is equal to
the integral of
again a string correlator
with the TIS these to couplings becoming
now sort of part of the string
background.
in some sense resuming the whole
perturbation expansion. Uh so that uh um
that's uh uh so that's what we will uh
be able to address this and when I say
this uh we want an autonomously defined
uh string theory that will reproduce
these uh correlators that will uh uh for
whose rules will uh reproduce the right
hand side and u uh uh and u and have a
effective computational recipe which
will uh which will uh lead uh lead to a
so which we can check uh indiv
independently and which for which in
some sense we would ideally like to even
sort of tautologize and we'll see how
this is done in this uh uh this thing
and uh in particular uh I as concrete
challenges in the first lecture had
mentioned uh a few correlators like the
threepoint function of uh uh of these
traces but in a in a quartic potential
for instance uh and I'd mentioned the
genus one uh onepoint function for
instance so we'll see what uh explicitly
so towards the by the end of this
lecture I'll get to the point where we
can set up this uh calculation and then
Edward will show uh he and Alessandro
have
a very sort of now created a sort of a
assembly line for sort of generating all
these correlators and he'll show you
some of the I think impressive uh checks
that you can make. So anyway, so that's
the goal for today
um to answer these questions in the
context of this B model. By the way, I
just want to say that here also. So we
are not doing this here in the uh in the
directly in the approach that we uh that
I outlined yesterday morning namely
through the uh resuming the fineman
graphs. will sort of directly have the
string background uh which will encode
these couplings uh but um uh but I
believe there is should be a way to also
uh view this in terms of the fineman
diagram picture uh perhaps from the sort
of the f-type u picture rather than the
vtype picture that we had uh fineman
diagrams that were uh reconstructing the
A model. uh but that's for the future.
So um
so let me state the uh the proposal and
uh unpack it a bit.
Uh so
we'll uh so the B model will be a B
twisted. So
uh so the uh these topological string
theories come with two inequivalent
twists. The A model is the sort of the A
twist and the B model is the sort of the
uh the other inequivalent twist that you
can do. Uh the B model twist. uh so I
won't have time to explain these uh but
in the simple cases where there are
conformal field theories it's
essentially a question of uh whether you
twist the stress tensor in the same way
or in the opposite way on the left and
right uh but you can look up some of the
uh very nice lecture notes including by
Marcos on topological strings for more
uh uh details on that. Uh so the B we'll
talk about a B twisted so-called Landau
Ginsburg theory. Uh so that's a
basically a scalar theory. Uh well we'll
talk about an N equals to two uh Landow
Ginsburg theory n equals to two super
symmetric Landow Ginsburg theory that
will be twisted. Uh so it uh uh will uh
be a scalar field with some sort of
landsburg potential or super potential
and u and firmionic partners and u this
coupled
uh uh to 2D topological gravity.
So which is essentially the the piece
which involves the ghost system of the
2D gravity theory because 2D gravity is
not really a propagating theory. Uh
so uh so what is the data for this world
sheet theory? So the that has to encode
the information in the matrix model. So
um so this uh the uh the data of the
matrix model
uh
leads enters the string background that
determines the string background.
And how does that do that? So one way to
encode the data of the matrix model is
through what is called the spectral
curve. So
uh this is a remon surface that you can
associate uh with uh a general one
matrix model like this u and it arises
from a simple Schwinger Dyson equations.
So stringer Dyson equations are ones
where you basically derive a non-trivial
identity amongst um correlation
functions of field theory or a in this
case a matrix integral by using sort of
a total derivative uh uh term. Uh so
so you um
uh take the total derivative of this is
equal to zero. It gives you uh um some
equation for so this x is just a
parameter. Uh it's basically this is
essentially capturing the resolment of
the u matrix model. So this leads to a
curve which I'll write it as uh
um uh as is given in terms of the
potential and this y is something like
minus v prime of x by 2 uh plus the
resolvent
uh at genus zero. Uh so uh so
essentially you compute this resolvent
and this uh and the potential is given.
This is also given in terms of the
potential. It's uh uh easy enough to
write that it's a polinomial for a
polinomial potential. it's a polinomial
and uh so this um uh uh this this
definition of y obeys this relation uh
that's essentially the content of the uh
swinger Dyson equation and uh so it
gives you a reman surface if p is a
polomial uh
if v is a polinomial uh so this is what
is known as the spectral curve It can be
so this curve can be uniformized
uh by uh
uh by a coordinate z uh
in terms of which you can express both x
and y. So we'll now uh we'll look at the
uh phase of the matrix model which in
which it is a single cut though it can
be generalized to the more general case
as well and this will change in that
case but in the case where it's a single
cut we will
u parameterize this x
uh in terms of this uniformizing
coordinate as follows where gamma and
delta are basically so gamma is
basically the width of the igen value
distribution
uh in the planer limit um and delta is
some kind of an offset
so for an even potential which is
symmetric delta is zero but more
generally it's some kind of an offset so
that's so these these do carry
information about the toft couplings but
in some so it's just a very specific
combinations of the to coupling so gamma
is some
gamma of the tis
and delta is also
so this uh is information about the
there's some information but very kind
of coarse information about the uh so
it's basically from the if you wish you
can write it in terms of the a plus and
a minus the end points of the igen value
distribution so the igen values might uh
in this one cut phase might take some
form like this and uh this are
essentially related to that uh
and um the the y also uh is the one
which actually carries more information
about the potential and
it is
uh is given in so these u cases are
determined by the tks.
So the potential basically
uh there's a simple sort of a uh
transform of the potential that uh uh
allows you to read off the UK case and
uh uh so y of zed is basically a again a
polinomial in uh these uh uh uh in zed
uh so this is a uniformizing coordinate
and that uh is one way to uh
parameterize this uh just basically
parameterize this uh curve and um so um
so this these data of the matrix model
which are entered in this functions y of
zed and x of zed will go into the uh
closed string background so that's what
I was saying over here the string
background will be determined by this
data and how is that done so as I said
the the theory is a Lando Ginsburg
theory. So a Landow Ginsburg theory
takes the following form.
Uh
so it's a two-dimensional uh theory with
a super potential uh W. uh so that's so
it's basically a scalar theory with a
potential or in parameterized in terms
of a super potential as I said it's an n
equals to two theory so it has some
firmians row and s uh
I think uh uh
I think row del r row bar del r row del
bar sibar and row bar del s plus uh
So row and si are firmians but it's a
twisted theory. It's an n equals to2
theory in which you've twisted. So row
is actually a one form firmian.
Uh so when you twist it one of the the
twist depends on the arch charge and u
so one of the firmians becomes spin uh
one form uh um spin one whereas the
other one is a scalar zero form uh
and those are these rows and size and
phi is a uh is a scalar field. So this
is the this is a two-dimensional field
theory
and in general it'll be a massive uh
theory. So the data
here
uh in this field theory uh is encoded in
uh in this
uh is coming from basically
these functions. So x this function x
which is basically this. So it's
basically gamma into 5.
So, so we take the super potential to be
this uh um and we take the um there's
also a a holorphic one form uh that we
we will need uh to uh make the
appropriate sort of to uh to to when we
evaluate the correlators to uh we'll
need a holorphic one form which will be
essentially also part of the background
uh and this is just given by dy fi so
this function so I'm just replacing the
argument z by five uh so uh so these are
uh given by uh this so this data
translates into the data of the uh
string background that is the proposal
and uh so this is
uh a TFT a topological field theory. So
this any twist to Lando Ginsburg theory
is a TFT and we can say many things
about it. It was first stud
G55 bar.
>> Yeah actually things will not depend on
the metric. So
in the in the twisted theory the things
are independent of the metric. It's a
BRST sort of uh closed um this thing and
um in this case anyway it's a kind of
flat it's one dimension anyway so the
metric is something you can
reparameterize
away but um
uh
uh so
so this matters uh theory was this
topological field theory was studied I
buff offer in the '9s just as a field
theory and one uh and the effect of the
twisting is such that uh the
uh uh TFT path integral
uh localizes
on constant
field configurations
And so in other words,
so the PH of sigma is basically a
constant and it's not just any constant
in uh I maybe some of you are familiar
with the B model on a calabia or
something in which case of course the
constant would be any uh value on the
calabia but here there's a potential and
the value of this is basically the point
the critical points of the potent of
this super potential. So, so it
localizes two field configurations where
the field phi takes uh the value ph not.
And in our particular case here uh you
see that uh if you take w of phi to be
this then in our case 5² is equal to 1
which implies
not is plus or minus one. So if you just
differentiate this you just get uh two
critical points uh which are at fi not
equal to + one or minus one and uh uh
and those are the two values uh over
here uh okay so and sorry I have another
question
>> so in order to define I don't know a
good string theory shouldn't one have a
CT cft rather than a massive theory
So in general if you wanted to build a
uh so indeed these were originally
introduced to uh define the CFTs. So
right now I'm just talking about matter
just purely at this stage just
topological field theory. These were
originally introduced to study the uh n
equals to 2 minimal model CFTs
and the idea was that these massive
theories would flow in the infrared uh
to CFTs. But the topological field
theories for which the Landow Ginsburg
models for which that would happen are
the ones for which the super potential
is actually homogeneous function of the
fields.
But here we are not taking that. So this
is a massive theory. So but you can
consider this of course as a topological
field theory. Uh now when we talk about
the topological string theory we'll be
actually coupling uh so
the standard way in which you construct
topological string theories is to take a
CTF twist it and then couple it to
gravity. uh but um you can also consider
a larger set of topological string
theories where you just consider a
topological field theory coupled to uh
topological gravity 2D topological
gravity because in some sense you're
already in a critical theory you you
don't have so if you're in a sequels to
zero effectively a sequels to zero
theory and you need the CTF only to kind
in in strength theory we need a CFT only
to get rid of all the wild degree of
freedom and so on so that the gravity
doesn't have any propagating degrees of
freedom in the full string theory the 2D
gravity doesn't have any propagating
degrees of freedom but here anyway 2D
topological gravity doesn't have any
propagating degrees of freedom so as a
topological string theory there's a
larger space of theories in some sense
you can construct which can be CFTs
which are deformed
uh but which are still topological and
coupled to topological gravity 2D
topological gra. So this is something I
think that physicists have actually not
used so much but if you see in in um I
think in the mathematical literature I
think they consider this larger space of
topological string theories or what we
would call topological string theories.
I think they call them theseological
field theories but um but Essentially
in some ways this was already implicit
in the original
relation that Witten and Concevich uh
when they studied uh so Witten talked
about I mean in the minimal string
theories in the double scaling limit
people talked about the two comma
2 m +1 minimal model CFTs coupled to
gravity and then you can view them also
as sort of twisted theories uh coupled
to 2D gravity as Witten showed and
therefore can compute some topological
information. But if you see what for
instance Conservich did, he was
considering the full theory which in
which you can deform away from just the
2, 2 m plus one but consider all the
minimal models together and in fact he
had if you wish you have you you you can
interpolate between all of them. uh so
you can consider more general sort of
topological string theories uh which you
can't which you wouldn't normally
consider uh so you can start with CFTs
but consider defamations which are
topological and couple them to
2D gravity so that's a sort of long
answer to the question
but um yeah so u so indeed they
originated from CFTS but uh for these
topological string theories you can
consider uh these more general uh class
of theories and um um
okay so but let me I'm still not yet
coupling it to the topological gravity
I'm just talking about the field theory
uh so in the field theory the physical
states so this is a twisted theory so
again uh the physical states
are in some cucomology of uh um of this
theory and they they are essentially the
sort of chyal primaries if you wish in
the uh in the language of the n equals
to two CFTs. These would have been what
would have been uh the chyro primaries.
uh and they form uh uh so so the uh so
the these correspond to the matter so to
say more generally the matter primaries
in this uh CTF and this is given in this
case by just polomials in phi uh modulo
this relation uh the that dw is equal to
zero so the relation dw= = to 0 is
basically phi squar is equal to 1. So it
so the only independent generators are 1
and five the identity and phi in this
kyal ring. So in this matter sector with
this super potential there are only two
sort of two matter primaries. uh so
that's uh again the that's why these are
topological they have very uh limited
content in the sort of minimal model
CFTs for instance you would have had 5
to the k + 2 as a potential and you
would have had a ring with five to one
up to 5 to the k
so anyhow
uh
the um so so This is so there are two
primaries. There's a useful basis that
you can construct
of from these uh two primaries uh 1 +
minus 5 / 2. In some sense these are
nice because you see the uh critical
points are at 5 equals to plus or minus
one. So these O plus and O minus are
kind of localized at one or the other of
those two critical points. So uh so this
makes it sort of nice if you wish you
have this relation
sort of an item important relation that
O plus minus uh the squares to one so
squares to itself.
uh so
so you can we'll take this basis for
convenience as the
uh as that for the matter primaries and
um so what buffer had shown for instance
in the original uh study of these lands
work models is that you can compute
because of this localization you can
compute the correlators the physical
correlators are basically those of these
O plus and O minus and in this basis
they are actually diagonal and if you
wish
uh so you can consider this Landow
Ginsburg theory and you can actually
look at it on a genus G surface. So this
could be some genus G surface
and uh and the answer is quite explicit
as he showed
it's basically given by the hessen uh at
the so the hessen is just the second
derivative of the super potential at the
critical points that's what w plus minus
refers to evaluated at this critical
points and uh
uh uh and this omega which is this
holorphic form also evaluated at the
critical points plus or minus again uh
um to the power g minus one. So,
so, so this is something that's just a
very nice sort of uh evaluation of the
path integral and the one loop
fluctuation around it that uh allows you
to uh write down what the matter
correlators are. Okay. U so this is sort
of the matter content
uh of this theory. Uh now you want to
couple it to topological gravity and
that is very much more subtle uh that
leads to much more uh
that yeah so um so the 2D gra 2D
topological gravity so you couple uh
couple to
2D topological gravity and
the now the physical vortex operators
of this topological string theory. Now
so you have the matter sector and the 2D
gravity sector and the mat the physical
operators are essentially
these alphas where alpha is plus or
minus. So uh so yeah
uh times
s to the k where s is basically
so s is a two form on the modulized
space of
uh the reman surfaces which essentially
is has a geometric meaning but
physically it's some uh it's a kind of
what is called the gravit So these are
called gravitational descendants or the
sort of dressing of the matter with the
gravity fields. Basically they are built
from the BC ghost and you can find in
the old literature explicit forms of
this uh but we'll use it in this form
because this is the uh this is the form
uh literally the form in which you can
do integrals over the modulized space
with so these will be uh integrals over
uh these are forms characteristic
classes on um the modalized space of
genus G surfaces. So uh so they take
this form where K can be anything I mean
so uh um so you can have s to various
case. So this whole thing is some 2k
form uh on modalized space.
>> So yeah
>> I think there might just be some
confusion that it's there's also a sigh
on the left hand side for the matter
theory. I think people sorry this sigh
is not the same as that sigh. Maybe I
should put some capital S or something
here. Thanks. Yeah, this S is not the
same as that S.
Good. Uh
so um so they so they are of this form
this O alpha
tensor side to the K.
>> Yeah. Yeah.
>> Yeah. I mean when you didn't couple it
to the top uh grav 2D gravity yeah then
probably it was some uh it was some
coomology of uh some topological charge
that was these kyal primaries right this
O plus minus
>> I mean these are yeah this is the Q
these are the Q exact states the Q
closed states
>> when you introduce gravity like the
definition of that Q will change or
>> Yeah Yeah. Yeah. Yeah. Of course.
Because you can think you can actually
write down a l people have written down
a lrangian version of this uh of the 2D
gravity twisted 2D gravity in terms of
the Louisville field and the super
partners. Uh yeah, you can write down
and write everything in terms of that in
the old papers of Berlin days and so on.
In fact in ICTP spring school of 1990
or something like that I think you'll
find quite detailed discussions of
>> but from probably from that definition
it follows that uh this will be like a
>> this will be the most general sort of uh
so there'll be a Q matter plus a Q
gravity
>> okay okay
u so okay so now kind of we are ready to
at least
the uh dictionary the first uh this
thing. So the trace m to the k
uh
uh corresponds to this vk which will be
some linear combination of these things
and what and there's a very precise
linear combination. So you sum over
these alphas. So you have
these O alphas and each O alpha comes
with some polomial in this size. So if
you take M to the K, it comes with a
polinomial of degree K and that
polinomial is or degree K minus one
actually.
um and this polinomial
so to the d uh so uh comes there are
some very explicit coefficients here
which I can just write down to show that
there's it's just some combinatorial
coefficients
uh which
which also depend on uh
um
which uh depend also on this gamma which
enters in the super potential gamma
gamma and in general for delta also I
think this is written for the case when
delta is equal to zero
uh so
uh and you have uh
No, no, both are the same alpha.
>> Yeah. So, this is just plus minus one.
Sorry, it's plus minus one. Yeah. Yeah.
This is a D. This is a D. Yes. And
that's an alpha. Sorry. Uh
so and this is some combinatorial
factorial form. Uh so uh so you can
write down some dictionary like this and
uh and you see that the um uh that even
this dictionary knows something about
the background but it is encoded purely
in this gamma and more generally in
delta as well. uh um and also to some
extent in omega alpha uh so uh that
um is so in the operator dictionary
knows something about the background
which is uh understandable but the u so
that's the
uh so that's what this part of the this
thing is the more complicated part is to
now uh define how what the correlator is
uh because it's no longer just a matter
kind of a correlator like here for
instance this these were simple matter
correlators now you have the matter is
coupled to 2D gravity and the in the
action as well the gravity also couples
to the matter so you you have a kind of
a
combined system which um so the
correlators so if I want to so that's
what I will um uh use the following kind
of a notation for to uh this double
brackets to uh to sort of uh
now if I want to compute these
in the matter topological gravity plus
matter at some genus. Uh G this is
related to the correlator without the
matter.
So just of the Landau Ginsburg like this
uh
but with some operations which I'll
uh uh which uh which are quite
complicated operations and this was one
of the things that uh I think it were in
the general formalism ofological field
theories that mathematicians and others
have developed given Tal Telman and
others it was sort of understood to take
this form. But I think this was one of
the heroic things that Alessandro and uh
Edward really worked this out very
explicitly so that we now have a uh we
have a very precise algorithm on how to
convert how to rewrite the uh
correlators of the matter
plus gravity part into uh into uh into
be um uh in terms of this. So this is uh
so this is some kind of it's implicit uh
so this is defined in a sort of a
non-trivial way. Um I'll just maybe draw
some pictures to illustrate this and
we'll see a little bit more of it when
Edward shows uh some of the explicit
expressions. But um
u but uh the u
so let me just uh illustrate what this
is. But so there is a definite algorithm
which
basically takes these correlators and
writes them in terms of uh these with
some additional side classes. uh so
corresponding to the matter part to the
gravity part and sort of and then of
course the matter this part of the uh
path integral you know how to do and
then you're left with something that
involves just the site classes uh and
other characteristic classes which you
can then
integrate over the modelized space. So
there's a very definite algorithm which
allows you to to do this. Um and u this
also has a uh has a a very natural
interpretation
uh this these operations which um uh I
won't explain but let me just uh draw
the sort of contributions. uh so these
basically take into account so what let
me say what why you have something
non-trivial here uh so the point is that
uh the 2D topological gravity when you
couple to the matter fields then you get
uh you have to take into account what
the correlators are uh even at um even
when the uh remon surface degenerates so
from the degenerating reman surfaces
from the uh contact terms that involve
the 2D gravity fields and the and the
matter fields you get all lots of
additional contributions. So this is a
way to keep track of those additional
contributions. So uh that's one way to
sort of say why you get uh u sort of
additional you why this it's not just
some factorized into some matter piece
and some uh gravity piece because uh the
gravity couples to everything and you
get uh both in terms of the degenerating
reman surfaces kind of uh contributions
contact terms or pinching terms from
there as well as from the uh 2D gravity
terms themselves when they uh collide
with the matter terms. So um so I'll
just kind of illustrate this
I think uh in just in pictures. So um
for uh say a single onepoint function at
genus one uh so you get a piece which is
sort of
just the O alpha. So this is sort of the
one the usual one the matter piece at
genus one. So you get this is equal to a
sum of terms uh which include this plus
something that comes sorry then from a
pinched taurus like this.
So, so this is one degeneration of the
Taurus where it pinches and of course
you can have this O alpha. So there's a
a degeneration contribution which itself
can be written in terms of some uh
that's where this R comes. Uh uh so this
from this degenerations
uh um and you can think of it in terms
of uh sort of um yeah
um so this can be viewed in terms of
something where you kind of remove this
part, compute the
matter correlator on the rest of this
and add a contribution from here. What
the precise contribution is I'm not
going to write but that's what this R
essentially captures.
So so essentially the matter uh
correlator is okay. it gets sort of a uh
regular kind of a contribution from this
part. But this piece get gives you an
additional
uh piece that maybe Edward will in fact
write down what the classes are
corresponding to that. And then
similarly there are some in this
particular case there are uh um uh some
others as well uh which um
uh correspond to essentially uh uh okay
maybe I won't write down all the
different pieces but there's sort of uh
you you you can consider the operator
or alpha inserted on a disk and uh you
have also um uh so you have an you
basically you again consider a a disk so
this is a contact term coming from the
gravity coupled to this uh or alpha so
it's really this is the piece which is
the tp uh well uh in this case it's the
uh so there's a piece corresponding to r
there's the piece corresponding to T,
which is uh when you have a gravity
insertion in the um
in uh in any of the other pieces uh in
any uh so you get you get a site class
from here which will then uh which you
then integrate over. So there are uh
okay I I think I won't be able to
explain it very uh clearly in this
limited uh period of time but you get a
very precise way in which through these
r and t you capture the different
degenerations the different ways in
which the contact terms of gravity uh
couple to these matter fields. Um uh so
uh that allows you to uh to write down
this complete object in terms of the
usual matter correlators plus terms
involving uh classes on the modalized
space and I think maybe in the example
that we'll see it may become a little
more clear how you get then something
that uh can then be integrated over the
model space. So there is a very clear a
very definite algorithm by now which
enables you to do this. So um I wanted
to have um uh Edward show some of these
results and then I'll make a few
additional comments. Um but let me just
make a couple of these comments and then
we'll see the see. So I'll again not
um describe this it will be there in our
paper. Uh the double scaling limit
arises very naturally here. You can take
the double scaling limit on the uh on
the string theory side and on the field
theory side. The field theory side you
zoom into that critical value of the
coupling. You remember for the quartic
theory we saw that things blow up when
say t4 approaches t critical which is
was something like 1 by 12
a and uh uh so you can sort of uh so
that essentially amounts to zooming into
one of the critical points of this
potential let's say phi equals to + one
and u and you can show that this
operator dictionary everything just
simplifies. There's essentially the
matter part becomes very trivial.
There's essentially only one critical
point and uh so the matter correlators
are just some numerical factors. uh you
don't have this sort of alpha equals to
plus minus uh contributions and this
piece also simplifies to just become the
uh the piece that was identified by
concervich as the leading piece that
gives rise to the u so in the double
scaling limit the matrix model goes to
the usual uh
usual sort of zooming
into the edge of the cut
uh uh of the of the cut the and the
string theory goes to sort of the pure
effectively purely 2D topological
gravity
uh you the matter part essentially
becomes uh trivial and so that's one uh
thing so that works out very uniformly.
You can see that there's a kind of a
uniform way of taking that limit. Um and
why does this work at some level the
so of course you can check uh and we and
Edward will just show you all the checks
but ultimately it works because both
sides obey something called topological
recussion which is a machinery that was
developed by Czechov Oranten and so on
to as a general way for us to compute
all genus correlators using the spectral
curve data and some other data u
of the matrix model. And that
mathematical machinery in in some ways
is something that that general formalism
of topological recussion is something
that these topological string theories
orological field theories obey. and uh a
and uh with this data and this
identification uh you can actually map
the two uh uh to each other. So that's
ultimately one way of seeing
structurally why these uh uh these
agree. And uh so the last thing I'll say
before I um stop here is about the A
model versus the B model. And I think
this is something very interesting for
the future which is that the fact that
there are these two different pictures
is very suggestive I think because in
this picture that we were describing
today these correlators are given by
some integrals over some characteristic
classes on modiz space and uh you get
you reproduce the numbers but uh you
reproduce the matrix correlators but the
matrix correlators if you consider them
as an expansion um around the Gaussian.
We saw that those are all integers. We
saw that they are just answers to
certain counting problems. Whether you
think of them as counting graphs or
counting permutations or counting branch
covers then integers. Uh if you when you
expand it around say t equals to zero
in a power series expansion uh there's
an infinite amount of data for arbitrary
correlators, arbitrary genus. But
they're all integers. You can do the
same thing here. Expand these also
explicitly in powers of t. And uh you
the claim is that those integrals over
modalized space are also integers. The
same integers. Uh and that's firstly a
very surprising I think from
mathematician I think from the
mathematicians point of view it's quite
surprising that they should give you
integers. Uh but secondly even more
interesting is that they are not just
any integers. These integers have a
meaning. They were counting these branch
covers for instance uh which as I said
are you can view as basically counting
special number of points on the
modilized space of reman surfaces. these
arithmetic points. That's what the belly
maps uh count essent I mean counting
belly maps is counting certain set of
these arithmetic points certain classes
of these arithmetic points. So it's as
if on the one hand some integral
over this m bargn of some class over
here some top form is uh which has a lot
of data uh is related to this number
which can be viewed as a sum over some
points
belonging to this modiz space. uh sum
these integer points if you wish or
arithmetic points.
So this number is so it's as if this
integral gets contribution only it's
sort of delta function localized. So
there's some way of rewriting these in a
way such that these are some critical
points of some mors function or
something on this modalized space. But
it's very interesting that these
arithmetic points are picked out as
somehow these critical points. So I
think that's mathematically a very uh
non-trivial
fact uh which follows from the fact that
there are these two different a model
and b model ways of thinking about this
uh uh the same matrix integral. So um
anyway, I'll now invite uh Edward to uh
to sort of show some of the uh the
checks, especially the uh especially the
correlators. Yeah. Uh okay.
>> Yeah.
>> Yeah. Okay. Yeah. Maybe I can go ahead.
Yeah. So I I mean by looking at the
explicit form that you get on the
moduliz space using this s classes is it
easy to see that like there is something
special about those arithmetic points on
the model space
>> the whole point at least nothing to that
I can say uh okay or at least any of us
can say I mean Aleandro is a
mathematician who has worked with these
classes quite a bit for his thesis and
everything and uh it it's quite
surprised was quite surprising to him.
So uh yeah so it's not obvious why these
should be related to some
>> but somehow the number you produce after
carrying out the integral is exactly
this sum. Yeah,
>> exactly.
>> Because there's some because as you will
see Edward will generate these integers
for you and uh the matrix model tells
you that those are essentially like I
showed in my lectures counting these
curves. So
>> and one more thing about this offset. So
this offset uh was somehow not important
when you when you didn't have the uh 2D
gravity that offset was not important
>> important meaning it's enters in the
dictionary it doesn't enter here that's
what you mean
>> correlator like uh was independent of
the offset
>> so yeah from the the matter theory this
is just some additive term
>> but somehow there you had to set delta
equal zero
>> there matters
>> in when when 2D gravity comes in. Okay.
Okay. But at the level of spectral
curve, is it like the how
>> just the potential
>> cut is away from the
>> Yeah, it's an offset like I said. Yeah.
It's from the origin. So it need not be
symmetrical.
>> Okay.
So typically if you have an odd
potential it won't be symmetrical. For
an even potential delta is zero.
I think Marcus
>> maybe we can wait until we Edward might
maybe.
>> Okay.
>> Let me tell you. So what we're gonna do
is we're going to
>> need a microphone.
>> Uh yeah.
>> No no you can use this.
We go.
Okay. So what we're going to do you know
people have uh I heard many times that
you know you don't understand something
until you can code. you know put it on a
computer because once it's on a computer
you've really understood sort of the
details unfortunately I can't code okay
but uh that means maybe I don't
understand many things but we have this
uh remarkable mathematician who's also a
very good coder okay and what he's done
is he's sort of taken everything you see
on this board and he's sort of put it
into a computer code and what it's going
to do is that it's going to compute this
integrant on moduli space now this is a
very very non-trivial thing okay what
you should think of doing is you're
trying to compute some string theory
path integral and you've done all the
possible integrals. Okay, something like
in the bzonic string. This is saying
you've computed correlation functions of
26 scalar fields as a function of the
moduli of the surface. Okay, and so what
we're doing is this last remaining
integral as an integral over the moduli
of the surface. Okay, so something like
maybe seen in a Taurus. This would be
like toao and toao bar of the Taurus.
Okay. So instead of trying to compute
this as a function of the moduli which
usually is a totally impossible task.
Okay. So already a twopoint function on
genus one is a very difficult thing to
do. We're going to what we're going to
do is to use this mathematical language
that uh uh rees and we're going to spit
out directly some differential forms on
moduli space. Okay. So like on a
d-dimensional space you can integrate a
d form. Okay. So what we're going to do
is we're going to spit out some forms
but in particular there's something very
special. So these matrix integrals they
spit out very concrete numbers right? So
whatever we're doing on the string
theory has to give you those numbers. So
first of all they're finite. Okay that's
also a non-trivial thing to get out of
the string theory. So we're going to get
out some finite numbers and in
particular we're going to have to be
very careful about this little bar over
here. So this bar is basically
boundaries of moduliz space. Okay. So
when we do integrals as you know
sometimes we integrate by parts it's
very important that you get boundary
terms. So it's not really strictly
speaking a boundary there's going to be
actually sort of several layers of
higher and higher co-dimension parts to
this moduli space which are sort of all
the different ways that these remon
surface can sort of degenerate. Okay so
you already saw one example here where
we have this remon surface. So these are
sort of most of what the modulized space
of the M11 looks like. But there's a
co-dimension one part where basically
one of these cycles shrink. They pinch.
Okay. So in the language of tao and ta
bar you might be familiar with of the
taurus this is at the point toao goes to
i infinity. Okay. So we need to keep
track of some special things that can
happen at the boundary. And what's
really amazing is that there's sort of
this mathematical technology that allows
you to actually have an algorithm you
can put on a computer and that's going
to spit out this integrant. So what I
want to do is to take the string duel to
say the quartic matrix integral and spit
out these integrants for you and it's
very very concrete. So what this first
line is is just importing all the
packages where all the hard work was
done. Okay,
these strings.
Here we go.
Okay. sort of a little factory that
creates sort of these topological
strings for you that's going to allow us
to kind of compute everything. And for
some low genist Is that
how about now? Okay, there we go. So
what we're able to do already is so for
the first few ones that Reesh mentioned
in this first lectures we were able
directly to compute this by hand. Okay
but I just want to do some checks. So
what we're going to do is we're going to
look at these correlators. So the case
of the genus 03 point function the
moduli space is just a point. Okay so
when you want to integrate something on
a point that's just saying that the
integrant is the final answer. Okay. So
here what we're going to do is we're
going to in the quartic model. So this
one here is telling you that we've
turned on this T4 that Reesh has spoken
about. So there's a quartic potential in
the matrix model and we've now just
computed literally directly these
correlators as a full function of the
tof coupling T4. Okay. So it's resummed
infinitely many fineman diagrams and it
just spits out the answer as a function
of the tooth couplings. Okay. So this is
here for example you can see this would
be trace m^ squ trace m^ squ trace m so
there's an odd number of traces in this
in this correlator and so in an even
potential that has to vanish just by
symmetry from m goes to minus m right so
indeed the string theory is smart enough
to know that and it gets a zero here and
you can compute some other correlators
okay so we can double check that this is
indeed what we see so for example this
is where all the kis is equal to one
okay so let's see this gamma to the 4.
So this is 2 * 1 + 1 + 1 3. So there's a
6 - 2 that's this gamma to the 4. Okay.
And this 2 factorial 2 factorial 2
factorial that's this 8. Okay. So the
string theory is indeed reproducing what
you saw in the very first lecture as
computed from the matrix model. And then
we again recomputed directly from the
string theory. Okay. But let's now move
on to this genus one one point. Okay. So
we can compute a few of these
correlators. Okay. So first of all we're
computing trace m to the to m to the k
in a even potential. Okay so that has to
vanish whenever k is odd. Right? So
indeed the string theory again knows how
to do that. So that's this v1 v3 v5 that
are all zero. And here you're
recomputing these correlators again as a
full function of all the tooth
couplings. You've resummed infinitely
many fineman diagrams. Okay. But the way
that we do this is to really integrate a
particular form on this modulized space.
Okay. So for example in this genus one
one point function there's a sum of
three terms. Okay so the coefficients
aren't important for you right now right
but the point is that there's going to
be three terms. So what these s ones
these kappa ones and this stuff is
they're just particular differential
forms. You don't need to know what they
are but there's some particular closed
differential forms. But more importantly
is that people know how to integrate
them. Okay so these are things that are
very well studied in algebraic geometry
is that all the integrals of these
things are known and they're finite
numbers. Okay. So that means that once
we have this integrant on mgn we also
know how to integrate it. Okay. So let's
look at how we so this is the code that
for example generates this uh this
integrant. Okay. So what we're looking
at right here is for uh trace m^2 and we
want to find what is this integrant v2.
Okay. And so you can see so on most of
the moduli space this is what this
integrant looks like. Again this kappa
one and the s1 is just some particular
twodimensional form. So remember the
moduliz space of a of a taurus is two
dimensional. So you're integrating a two
form on it. Okay I'm just telling you
that there's these two combinations of
two forms s1 and kappa 1 that you're
integrating directly on m11. But
actually there's a special part at the
boundary okay precisely when these
taurus when sort of one of the cycles of
the taurus pinch and you have to be very
careful. Okay, but what's amazing about
this formalism is it also knows how to
keep track of those boundary terms and
that's what this little graph is here.
Okay, this 01 is saying you have a
little one here and you can think of
these two points as two and three. So
that's what that two and three is. Okay,
so that's this degeneration of this
Taurus and this is telling you this is
precisely the integrant that's localized
on the boundary of moduli space for the
dual of the string. Okay, of the cordic
model. Now, usually it's almost
impossible to do anything beyond genus
one. Okay, so this is why it's very nice
to have a code that allows us to do
things. So, let me show you an answer.
So, what we're going to look at is the
integrant dual to trace M squ, but we're
now just for the fun of it going to do
it at genus 2. Okay, so let's do this.
So now, so you can see it's having to do
a lot of stuff. This is going to run for
a little because it needs to take this
genus two two surface and it needs to
think of all possible ways that this
thing can degenerate. Okay, so for
example, you could pinch one of these
cycles. So it might look something like
this.
Okay, or you could pinch one over here.
So it might look something like this.
Okay, and it's going to do all the
various combinatorics. Okay. And on each
one of the parts of the moduli space,
it's going to spit out some very
specific integrant again as a full
function of the tooth couplings. So this
is again to all order than the tooth
couplings. So for people who maybe think
about ads, usually the best we can do
for computing something from the world
sheet even at genus zero is maybe two
orders in one over the tooth coupling.
Okay, this is genus two all orders in
the tooth coupling. Okay, so this is
what these look like. So on the big part
of the moduli space that's what the
integrant looks like. Okay, this guy
over here is precisely this guy. So
that's this genus one one point where
now we have this two and three. Okay, so
it's it's a pretty non-trivial
integrant. Okay, but you keep doing
this. Okay, so all of these boundary
terms that it's actually computing for
you. Okay, it's very very non-trivial.
Yeah, so there's a lot to do and now we
still have to do the integral. But I
told you all of these differential forms
mathematicians know how to integrate.
they've already done the work for us. So
it's just specific integrals with
specific coefficients. So we can just do
this integral
and that's so much nicer. Okay. And in
particular, so this is trace m^ squ at
genus 2 and this is something you can
compute from these nonperturbative
schwinger Dyson equations in the matrix
model. And you can check that that's
indeed the right answer, which we won't
do right now just because we're a little
out of time. But we can do different
things. So as one of the things Reesh
was saying is that if as he explained to
you yesterday if you look at correlators
in the Gaussian matrix model the
correlators are just counting with
contractions right and we keep track of
them by drawing these fineman diagrams.
Okay, so what should come out at the end
of the day are some integers. Now, as he
was just saying, integrating some random
forms on mgn and at the end of the day,
getting integers is a very non-trivial
thing for a mathematician, right? So,
let's just do this. So, we're going to
do the genus one point function. And
this actually reproduces a result known
to mathematicians in 1986. So, they
actually tried to look at the comatorics
of these diagrams and they figured out
these comtors at genus one. Very
non-trivial problem. Okay. And indeed
you see that all of these coefficients
in front are integers. Okay, so it's a
to I mean you saw the type of integrams
we're dealing with, right? There's a lot
of coefficients in front. The various
integrals are also not integers but at
the end of the day everything resums up
into these integers and these integers
are precisely counting these number of
witch contractions. Okay. So um you can
do your favorite potential. So uh here
we thought just to show off we would try
something with quartic sectic octic.
Okay. And we could uh so we can build a
little uh chromological field theory. So
we turn on this time t uh t4 t6 t8. So
let's kind of run this.
And now we're going to again compute so
at genus one a twooint function and look
at the integrant. Okay. And so again
here you go and it's a function of you
see this T4 uh the T8s appear over here
and it again tells you on every parts of
the modul space what the integrant is.
Okay so you can see this might seem all
very very abstract but it's something
that you can boil down to to putting on
some Mathematica code. Well it's not
really Mathematica. It's a lot more
involved but uh um so it's at the end of
the day it's spitting out for any
correlator in any matrix model that you
want any genus any endpoint function
it's giving you a particular integrant
that you can now integrate on MGN and
that integrant is totally
non-perturbative in the string couplings
okay it's reummed all of the
perturbation theory of the matrix model
which is what the whole idea of string
theory was for okay in the beginning
days of toft they were trying to find a
string theory to describe strongly
coupled gauge theories because the
string theory would resum the coupling
expansion for you and this is precisely
what you see. So I'll maybe stop here
and then if you have any questions about
what we were doing or if there's some
particular correlator you really want to
know the answer to I can also give you
that. So thank you
So very impressive. Very impressive. Uh
just one comment.
>> This is really Alessandra's work. Huh?
>> Yeah. Yeah. Yeah. No, no. I I know that
they have been also working on other
codes for topology.
>> Yeah. There's a whole package of
chromological field theory due to a
whole workshop of mathematicians that's
running behind this. Yeah. My question
is about the relationship to other
approaches because you know you remember
you know you're having this duality
between the one matrix model and and
string theory but the old work of
diagramraph and buffer was proposing
that one matrix models were dual to some
special calabio but one question I I I I
never fully understood is that you know
in a sense there was no independent
definition of what this topological
stream theory was on this special
calabas right this special calabas for
example didn't have a name model
realization right
>> so in a sense you seem to be giving here
a explicit construction of a B model
>> of a B model so I would also like to
know the answer to that I should have
mentioned that there is this proposal of
diagramrapha and uh I think later also
elaborated with Albert and you and Mina
and so on so
but I think as you say it was a very
nice geometric picture based on the sort
of the brain construction. But I also
the kind of detailed operator dictionary
uh was something that was not very clear
at least to me and how you would be able
to uh to uh to compute and I I think it
may not be unrelated. I mean the the
spectral curve is kind of behind them
but this is more in the Lando Ginsburg
description and there's maybe some way
to I think there are these Lando
Ginsburg Colabio equivalences in some
cases so uh so it may be there may be
some way to map it to that but uh so I
don't know the precise answer I should
say but uh yes so that's why there I
felt I at the world sheet level I didn't
have a real understanding of what the
theory was. Uh
>> yeah I mean I mean in in that picture
trace these these correlators will be
open string correlators already.
>> Yeah there would be some brain so then
it would be just the brain. So of course
what we did afterwards was to consider
uh backgrounds which have an a model
dual and then you know we did this
remodel in the B model using topological
recursion but uh you know so it's a
theorem by now but um you know so there
should be I mean of course you know then
you know the matrix model in a sense is
what is not obvious there right you have
the you don't have a specific matrix
model description what you have is the
spectral curve description uh but you
know in I think that part might I mean
of course Alexandra knows about this uh
remodel and the remodel very well. So
the rem the
>> Yeah. So, so, so maybe you know this is
also kind of a another but I I I would
say that you know this this really gives
a very nice commical filter
reconstruction of this B model in the
casing where the calaba really is not an
standard calaba right
>> because for this diagram of a park the
calabao the calabaya it's it's really
very you know I mean I wouldn't know how
to compute the topological string on
that calabao from other means that were
not using the matrix model directly You
see?
>> So this in a sense gives a seems to give
a very kind of explicit description of
those backgrounds in a sense.
>> Yeah. And maybe there if there's a way
to map these to those calabios that
might help to give an independent
definition of those calabios at least
how to yeah maybe one thing I'll also
add just to that is that the so in this
case it's really just the spectral curve
that's the target. it's not somehow
embedded in some calabial three-fold.
And because you're not in that
three-fold critical dimension, that's
why also these gravitational descendants
play an important role.
>> So here you really just have sort of a
two real dimensional target
>> and you have to sort of face the fact
that you have to deal with these
gravitational and sort of that's what
this is doing.
>> Yeah.
So it's not part of non-compact
three-fold in some sense at least not
obviously but maybe it's some reduction
of that or something like that you can
uh topical gravity I mean this is this
is still you know in this you know when
you do a topic on this calabio
>> well of course you know the B model
philosophy is not to do integrations
over the model space in a sense it's
slightly different it's used to the
formation of complex structures but uh
but yeah I I see your point but there
there should be something similar to
gravitational descendants. But yeah, I I
mean I really like a lot this picture
and I think it's really filling an
important gap in our understanding. So
that's my kind of
>> yeah and the dual in some sense there's
also a part which is just the holography
I mean matrix models are zero
dimensional the and there's you would
expect that the dual is sort of one
complex dimensional or the holographic
dual is and which is what the spectral
curve is. So in some ways there's a nice
picture I think uh maybe you want to say
I mean about how you can think of uh the
the matrix model as sort of living at
infinity in the spectral uh curve and uh
and but the string theory side giving
contributions from the critical point.
So zed equals to infinity is sort of
where the matrix model lives but here
zed equal to plus minus one is where you
get then the the string contribution. So
there's some kind of a interesting
holographic uh picture there. So it's
more in line with your stand with your
standard expectation of holography. I
think
you mentioned that uh you have
topological recursion on both sides of
the duality. So that that sort of makes
you know uh the equivalence more
explicit. Uh now on the string theory
side is the topological recursion is
something like the Mirzakhani formula on
moduliz spaces or uh is that something
formula? No.
>> Is that what you said?
>> Uh but not not the not the exact same
formula.
It's not the exact same formula
>> but people had studied these topological
strings in the 90s and Whitten had sort
of derived these early recursion
relations for the correlators genus and
genus one
>> and Berinda and Verinda in the early 90s
showed that for example the correlation
functions just of stuff in sort of the
gravity sector satisfied a recursion
relation in all genus
>> we're able to comput things that way
>> I see
>> there's a there's a way to understand
where is um there's essentially a way to
kind of localize this integral sorry the
integrand to the boundary of moduli
space
>> and it turns out that the boundary of
moduli space of mg looks like other
copies of mg
>> okay
>> turns out because of that you get a
recursive structure so that's roughly
the origin
>> I guess that's those are the things that
>> and that's roughly what's also
underlying this technology over here
>> I see I see okay I I'll ask other
questions later thanks
Are there other questions?
So um I would have a question uh
regarding the functions you have shown
us as function of T4. So
>> the function of
>> the functions you have shown as
in the in the file as functions of T4
because so the matrix model is basically
a latis generalization of what Marcos
has told us in his lectures about the
zero dimensional 5 to the 4th uh path
integral which uh should give an
analytic function when the coupling
equals to zero. But here you're showing
uh rational functions. So I would assume
you're basically summing over a
convergent series.
So like what am I missing here?
This is a remark that Marcos made
yesterday that at each order in the
genus expansion for the models we often
consider the tooth converg the tooth
expansion is actually a convergent one
>> and that's an aquatic model there's this
1 by 12 after which it will sort of
become like this I mean it becomes
inverted and so
>> you kind of
>> yeah Right.
>> How is
that grow factori?
>> Okay.
>> And you see the point that Marcos
mentioned yesterday. You can always you
can see in all of these things that all
genus it diverges at the same point at 1
by 12. I mean genus 2 genus one all of
these answers have the same divergence.
Yeah.
Okay. Uh so maybe this will be the the
last question since we are a bit behind.
Yeah.
>> Very short thing. So uh uh so you
mentioned that uh like these forms
mathematicians know how to integrate. So
is it simply that you get a very big
answer for the form but then you can
sort of analytically integrate it and it
becomes something very small. It's just
that or is it
>> and basis of forms where you know
>> okay
>> then the coefficients might look a
little complicated
>> and showing you that at the end of the
day once you everything up you get a
nice answer
>> and you also said that it's like
localization to the boundary of the
modiz space. Basically it's just that
you integrate and evaluate it at the
boundaries and
>> no that was just for this particular
proof strategy.
>> Okay.
>> But uh
>> but still analytically doable like Yeah.
Okay.
>> Okay. Great. So I if you have more
question I invite you to ask in private
to Rajes and Edward. Uh so this was the
last lecture of the series. So please
thanks uh the speakers for that.