Yoneda Lemma

Let us take a look at Yoneda Lemma, which might be the most trivial yet the hardest part of Category theory (and algebraic geometry). I would not be drawing any commutative diagrams.


Take a (small locally presumably poset) category $\mathcal{C}$ and hom-functors $h$ on it to ${\bf Set}^C$. So if we have a set of morphism $mor(A,B)$ ($\pi \colon A \rightarrow B$) for $A,B \in \mathcal{C}$, I can construct a functor to ${\bf Set}^C$ out of set of morphism which I write as $H(A, B)$. One does this for every object inside $\mathcal{C}$; in this way, we get many sets of morphisms to form $H(A, X)$. We now find the normal (representation) isomorphism of this functor
$$\xi \colon F \rightarrow Hom(A,X)$$
and this means that an object $A$ is determined up to isomorphism by the pair $(\xi, F)$. We can also say $F$ is the $Hom(Hom(A,X))$. 

Yoneda Lemma states that any information about the local category is encoded in ${\bf Set}^C$. The set of the morphism becomes the objects for ${\bf Set}^C$, and morphism is given by the natural representation of the functor. So any functor in $\mathcal{C}$ can be sent to its functor category ${\bf Set}^C$, which sends $A$ to $h$. Note that we did not say if $h$ is a covariant or contravariant functor, the result is the same for either.

The philosophy of Yoneda Lemma is also encaptured in this video, essentially meaning why only one view is wrong. Another good exercise is to realize how this is a universal property and why taking maps to and from $A$ is important to understand a category.

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Bochner's Tube Theorem

Let us say we have an analytic function $f(z)$ where $z \in \mathbb{C}$ defined in a tube $T$

$$T = \{ z \in \mathbb{C}, z = a+ib, b \in \mathcal{C}, a \in \mathbb{R}^n \}$$
where $\mathcal{C}$ is a convex cone at the origin. Given this, we can prove that some $f'(z)$ analytic continuation of $f(z)$ is defined in a similar tube. For this, we say that there exists a connected domain $G \subset \mathcal{R}^n$, which coincides with the boundary values of  $f(z)$ and $f'(z)$. Then it implies that $f(z)$ and $f'(z)$ are the analytical continuations of each other and are analytic around the domain $G$. This is also known as the edge of the wedge problem.

Now we state the classical tube theorem. We also would make use of Malgrange–Zerner theorem. 

Theorem 1. For every connected domain $G \subset \mathbb{R}^n$, there exists a holomorphic envelope $H(G)$ which contains $G$ as its subdomain.

Theorem 2 (Tube Theorem). For every connected domain $G \subset \mathbb{R}^n$, there is a tube given by 
$$T(G) \{ z \in \mathbb{C}^n, Im(z) \in G \}$$
then the holomorphic envelope of the tube $T(G)$ is given by
$$H(T(G)) = T ( Co\ G)$$
where $Co\ G$ is the convex hull of $G$.

This tube theorem (and generalizations like the double cone theorem and Dyson's theorem) provide more insightful results in QFT. See Borchers1961. Timelike tube theorem can also be seen as a quantum generalization of Holmgren's uniqueness theorem, which also deals with analyticity. For more details on the timelike tube theorem, see Witten and Strohmaier & Witten.

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Quantum Error Correction

This is a three pages note on two papers - Scheme for reducing decoherence in quantum computer memory by Peter W. Shor and Error detecting and error correcting codes by R.W Hamming. The latter is about a parity check, and the former is about a quantum error check.


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Notes on Black Holes Information Problem

I wrote some discussions on the black information problem. Unfortunately, I could not include the AdS/CFT solution to the information problem while I strongly insist on studying it, do consider Harlow Jerusalem's review paper for that.


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Black Holes and Pondering

Since the 1970s, black holes have emerged as a central area for theorists. Here are five points why.

  • Black holes are unique physics; no classical, semi-classical, or quantum descriptions can describe them completely. It provides a way to understand quantum gravity. Understanding horizons, singularities, information through it, and many more make black holes perfect for learning new physics.
  • Black holes have unique entropy. Bekenstein, in 1971 gave (with arbitrary constants only perfected by Hawking later in 1973) a formula for entropy $S=A/4$ in Planck units. Bekenstein also provided a generalized second law $S = S_{BH} + S_{out}$, which conjectured that generalized second law can never be violated, this went through many tests. Bekenstein also proposed a unique bound on the entropy of falling objects, now known as the Bekenstein bound. (Which on the other hand has been explored a lot by many setting up holographic bounds, covariant bounds, and so on.)
  • Black holes evaporate. Hawking, in 1973, did the field theory calculations and showed that the positive flux of radiation goes to the future infinity, and the negative flux goes inside the horizon. This is radiation. With negative flux, black hole mass is reduced, and thus it is called evaporated. But this is not fitting since the black hole starts with a pure state, and in this scenario, it will end in the mixed state as Hawking radiation. This is called the Information problem.
  • The last mentioned point is why most ponder over black holes. Information preservation is a must, so physicists devised many roundabouts and alternatives to information loss proposed by Hawking. This includes Fuzzballs, Firewalls, Complimentarity, baby universes, etc. None of them exactly solves it; some create further paradoxes. It is unsettling that information could be lost.
  • There are beautiful ideas regarding wormholes through the double-sided eternal AdS black holes. ER=EPR is quite a line that joins the geometry and entanglement. Quantum teleportation, in theory, is also possible due to information theory and the web- traversable and non-traversable,

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Memories of a Theoretical Physicist

Joseph (Joe) Gerard Polchinski Jr. was an exceptional physicist who gave a lot to string theory. He has inspired a generation of physicists. He is personally one of my string heroes. In his later life, he suffered from cancer that made him unable to even read. Despite all the constraints, he wrote his autobiography and posted it on arXiv in 2017; you may read it here. Ahmed Almheiri (Joe's student) recently edited the biography to add more scientific explanations and image plates. There is a forward by Andrew Strominger and afterward by Joe's family. The book has been published by MIT Press. 


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Stages of Black Holes

Recently, I spotted a rough yet beautiful representation of the formation, evaporation, and different stages of black holes in https://arxiv.org/abs/2006.06872, which is an excellent review to read. I am reproducing it here.

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Strings Dualities

We have five categories of consistent string theory;

  1. Type I
  2. Type IIA
  3. Type IIB
  4. Heterotic $E_8 \times E_8$
  5. Heterotic $SO(32)$
Type I has both closed and open strings. Type IIA and Type IIB contain only oriented closed strings. Heterotic strings are hybrid of bosonic string theory and superstring theory. There are two of them and much interesting. There are many striking relations between all of them, which were worked out by Sagnotti, Sen, Witten, Polchinski, and a few others. We call these relations dualities. (A critical, relating gauge/gravity theory, duality came from Maldacena in 1997, where he proved that Type IIB in AdS is equivalent to N=4 SYM on the conformal boundary.)


Type IIB is dual to Type I by T-duality. Type IIA and Type IIB are related by T-duality. T-duality relates theories on different tori. (T-duality is a very interesting duality that comes up when we have a compactification, as in toroidal compactification.) Type I with g coupling and Heterotic SO(32) with 1/g coupling are related by S-duality. Mirror symmetry relates string theories compactified on other Calabi-Yau manifolds. Compactification of Type II on a K3 Calabi-Yau manifold is dual to Heterotic theories on the 4-torus. Taking the limit $g\rightarrow \infty$ of Type IIA gives 11d Supergravity. These were significant results given that string theory was thriving for something like these dualities, which proved that all are merely the same string theory in different limits or on different geometry.

Another relevant figure from https://arxiv.org/pdf/hep-th/9607201.pdf


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A Black Hole in Every Way

After reading Harlow's review notes on the black hole information problem, I am convinced that there could be many ways to explain the black holes information problem and black holes interior. It would be worth waiting and seeing which one is correct and which is less accurate. Here, I want to collect those possible ways of describing BHs.

  • Old Hawking Radiation: This was the idea of Hawking where he used Bekenstein entropy and implied negatively about unitarity, which later Hawking graciously accepted.
  • Complimentarity: This is a set of progressive ideas, mainly based on unitarity, purity of Hawking radiation, Einstein equivalence, and low energy EFTs. This one has exciting works from Hayden, Preskill, and Susskind.
  • AMPS: This one was put forward by Almheiri, Marolf, Polchinski, and Sully in this paper. This says that four things assumed (or used as concrete builds) in complementarity cannot all be true. They propose a firewall that would incinerate information. One can say a firewall is just an extended singularity or horizon. The firewall appears to break the Einstein equivalence principle which states that any observer should not see anything unusual at horizon.
  • Fuzzballs: This is for big charged black holes where one gets fuzzball-like solutions. However, hard to find such fuzzballs in uncharged black holes.
There are a few more (of which I am not now fully aware), including the Raju-Papadodimas theory and Horowitz and Maldacena theory. It is interesting to observe that some ideas clash with others, and some just sound crazy out the well, which should only be taken with a grain of salt unless there are concrete understanding of things.

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Black Holes and Information

(Some notes on black holes information problem)
At the moment, black holes and their information diary are intriguing theoretical physics problems. Starting with Hawking-Bekenstein, it is a very engaging problem, which has taken multiple routes over the course. To name a few- unitarity, holography (or AdS-CFT correspondence), and page theorem. Page theorem (and page curve) was one of the most exciting developments. 

Page curve suggests that the radiation $R$ is still maximally entangled with the remaining black hole $BH$. At the page time, both coarse-grained entropy is equal as $S_R = S_{BH}$, and after page time, as for a pure state, the entropy of the black proceeds to zero. It is very profound if you think hard about it. Page curve is a part of the hotter debate of whether infalling information is conserved in the radiation. 

Page Curve

Recovering the information (of course, this is just theoretical because an actual black hole information experiment is out of technical reach) is an arduous task and should be done quantum mechanically. I encountered Hayden and Preskill's experiment in https://arxiv.org/abs/1409.1231 (which I suggest for taking a broad view of the problem). Hayden and Preskill throw a diary in the black hole, and the diary is entangled to a system, early radiation, and black hole is entangled. After the black hole consumes the diary, in a thermalized sense, the question is how fast the information comes out. The answer, among others, is (http://arxiv.org/abs/0708.4025v2) very rapidly for black holes that have already radiated by half (in other words, black holes which have exceeded the page time). This led them to call old black holes as mirrors.

Arrangement of Hayden and Preskill's. From http://arxiv.org/abs/0708.4025v2

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Notes on Information Theory

I wrote some notes on information theory and its application in quantum mechanics and computing. I acknowledge D. Dhar for his constant support throughout the period.

Notes on Information Theory

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Covariant and Contravariant Functor in Category Theory

Recently, I strolled around an exciting fact about a difference of meaning of covariant and contravariant words in mathematics (category theory) and physics (tensor analysis). Well, that makes it harder for a mathematician and a physicist to talk about these two words without knowing in what sense.


In category theory, we can think of functors as the mapping of objects between categories. We can say that if a functor preserves the direction of morphism, then the functor is a covariant one. If it reverses the direction of the morphism, then it is a contravariant functor. John Baez has briefly mentioned them in his book "Gauge Fields, Knots and Gravity". An identity functor is a covariant functor, and so are tangent vectors. While cotangent vectors and 1-forms are contravariant. (1-form in this case is differential of a function, however, if a differential of a function is to be thought as a vector field then the vector fields are covariant.)


Suppose we have a map $\phi:M \rightarrow N$ from one manifold to another. On $N$, we have real valued functions defined from $\psi:N\rightarrow \mathbb{R}^n$. To get real valued functions on $M$ we have pullback $\psi$ from $N$ to $M$ by $\phi$. 

$$\phi * \psi = \psi \circ \phi$$

We see that real-valued functions on $M$ suffer a change of direction in their morphism. So they are contravariant.

 

In tensor analysis, one can say that $X_\mu$ is covariant and $X^\mu$ is contravariant. (It is important to dodge that $\partial_\mu$ is covariant while its component $v^\mu$ can be contravariant.)

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Heterotic Strings

Here is my 10 pages handwritten (rough) notes on Heterotic string theory. We will work on both $SO(32)$ and $E_8 \times E_8$. For any reference, one can use String Theory Vol 1 and Vol 2 by Green, Schwarz and Witten. 

Heterotic Strings

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A Few Comments on Entropy

Entropy $S(x)$ is the measure of randomness of a variable $x$. It is important in the area of information theory, which, on the other hand, shares similarities with the entropy that we have in thermodynamics. We write entropy as

$$S(x) =\sum -p(x) \log p(x),$$

here $p(x)$ is the probability mass distribution of the variable. In quantum information theory (or quantum Shannon theory), we use discrete matrices in the place of mass distribution. We mostly prefer the logarithms in base 2 and the entropy is measured in bits. 

Suppose that Alice has sent a message which contains either $a$ or $b$. There is half-chance probability occurring of either. In this case, the binary entropy looks like the below figure, where when $p=1/2$ and $(1-p)=1/2$ the entropy becomes $1$ bit,

$$S(x)=-p(x)\log p(x) - (1-p) \log (1-p),$$

For more than one variable, we have joint entropy

$$S(x,y) = -\sum_{x}\sum_{y} p(x,y) \log p(x,y)$$

If, for instance, Alice sends a message consisted of strings a and b

$$ababcbcbcba$$

then the messaged received by Bob is given by conditional entropy which is given by conditional probability

$P_{x \mid y}\left(x_{i} \mid y_{j}\right)=\frac{P_{x, y}\left(x_{i}, y_{j}\right)}{P_{y}\left(y_{j}\right)}$

and (we change the notation a bit, calling $X,Y$ random variable)

$$I(X; Y)=\sum_X \sum_Y p(x,y) \log \frac{p(x,y)}{p(x)p(y)} = S_{X}-S_{X Y}+S_{Y}$$

is the mutual information between two variables $X,Y$. The mutual information ($I(X;Y)$) is given by the relative entropy of the joint probability mass function and the product distribution given by $p(x)p(y)$ (I will recommend T. Cover and J. Thomas, Elements Of Information Theory. John Wiley Sons, 2006, for introductory materials.)

A look at general $x\log x$.

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For Winters!

Winter is here and so the holidays and breaks. Here, I include few papers that might be interested to you to read in this winter break. In no specific order. Theme- Random Matrices and JT gravity.

Some bonus recommendations ;)

  • Newly appeared paper by Ed Witten on Quantum field theory in curved spacetime (https://arxiv.org/abs/2112.11614). There are also lectured by him on the same on Youtube.
  • Anna Karenina by Leo Tolstoy.

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A time with Einstein

I simulated Albert Einstein with GPT-3. The best that I could. Here is the conversation we had. I have edited some stuff, I did not include anything, but all quite was fun.


Me: What is spacetime?
Einstein: Space-time is the four-dimensional fabric of the universe. It is made up of three spatial dimensions and one temporal dimension.

Me: Why do you think spacetime is important?
Einstein: I think spacetime is important because it allows us to explain the large scale structure of the universe.

Me: What is the general theory of relativity?
Einstein: Theory of general relativity is a geometric theory of gravitation that explains the force of gravity as due to curvature in spacetime.

Me: Could you think of a larger dimensional spacetime?
Einstein: It is hard to imagine a spacetime with more than four dimensions.

Me: What do you think of Poincare invariance?
Einstein: Poincare invariance is a symmetry of the laws of physics.

Me: Do you think our universe is symmetrical?
Einstein: I think that the universe is approximately symmetric, but I do not believe it is exactly symmetric.

Me: What is your view on quantum theory?
Einstein: I do not like quantum theory. I think that it is fundamentally incomplete, and I have a variety of objections to the standard interpretation of wavefunctions.

Me: Ok, why it is incomplete?
Einstein: I think that quantum theory is fundamentally incomplete because it does not include a dynamical spacetime.

Me: What do you mean by dynamical spacetime?
Einstein: A dynamical spacetime is a spacetime that evolves in time.

Me: So, you wrote a paper EPR. Was it because you think quantum mechanics is incomplete?
Einstein: Yes, I, Podolsky, and Rosen wrote a paper EPR because we wanted to point out that quantum mechanics was incomplete and need modifications.

Me: Did you read the Bell's paper comment on your paper?
Einstein: I did.

Me: Why you were searching for unified theories?
Einstein: I was trying to find a unified theory because I thought that the fundamental laws of physics were not fully understood.

Me: What do you think of the 2+0 gravity and Kaluza-Klein model?
Einstein: I think both are interesting and do not describe the real world.

Me: What do you think of free will?
Einstein: I do not believe in free will.

Me: What do you think of string theory?
(There was not any reply here)

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What's Happening

Here are a few hot topics in high-energy physics. Not in any order. Moreover, of course, they are biased from my eye-view of hep-th.


  1. Random Matrices
  2. Black Holes, Entropy of BHs and Entanglement
  3. D-Instantons
  4. Anti-de Sitter and Causality
  5. JT Gravity
  6. Conformal Field Theories Applications
  7. Strings/BHs Correspondence

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Complex Analysis: Analytic Functions, Cauchy-Reimann

Some basics of complex analysis. We will follow L. Ahlfors's Complex Analysis book. An analytic function is a complex-valued function with derivatives everywhere where function $f(x)$ is defined with an appropriate power series. Holomorphic functions are the same, with a different meaning. For an analytic function $f(z) = u+iv$, we write


$\frac{\partial f}{\partial x} = \frac{\partial u}{\partial x}+i\frac{\partial v}{\partial x}$

with the limit

$f^{\prime}(z)=\lim _{k \rightarrow 0} \frac{f(z+i k)-f(z)}{i k}=-i \frac{\partial f}{\partial y}=-i \frac{\partial u}{\partial y}+\frac{\partial v}{\partial y}$

from which we can extract

$\frac{\partial u}{\partial x}=\frac{\partial v}{\partial y}, \quad \frac{\partial u}{\partial y}=-\frac{\partial v}{\partial x}$.

These differential equations have a name; Cauchy-Reimann differential equations. (They have well-meaning in complex analysis, greatly in Reimann spheres, from my readings.) If one compute $|f(z)
|^2$, which is a Jacobian of $u$ with respect to $x$ and $v$ respect to $y$, one can extract from the Jacobian that $\Delta u$ and $\Delta v$ are harmonic functions as

$\Delta u=\frac{\partial^{2} u}{\partial x^{2}}+\frac{\partial^{2} u}{\partial y^{2}}=0$
$\Delta v=\frac{\partial^{2} v}{\partial x^{2}}+\frac{\partial^{2} v}{\partial y^{2}}=0$

and $u$ and $v$ satisfy the Cauchy-Reimann differential condition. $v$ is said to be a harmonic conjugate of $u$, $u$ is a harmonic conjugate of $-v$.

If $u(x, y)$ and $v(x, y)$ have continuous first-order partial derivatives which satisfy the Cauchy-Riemann differential equations, then $f(z)=u(z)+i v(z)$ is analytic with continuous derivative $f^{\prime}(z)$, and conversely.



Edit: If one wants to go at an advanced level (which sure one needs in theoretical computations), try Stephen Fisher's Complex Variables, as suggested by one friend.

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Renormalization Without the Infinities

It is a common misconception that renormalization is needed only when infinities are coming up. But R. Shankar beautifully tackles this in his textbook on Quantum Field Theory and Condensed Matter in chapter 11th. 


The central idea of renormalization is to do the computation by integrating out unnecessary mathematics, so we get good physics out of it. But a lot of good renormalization problems do not have anything to do with infinties. I will reproduce here one such example from the same book. Let us take a system $(a,b,c, \cdots,n; x,y)$, where $a,b,c,\cdots,n$ are parameters and $x,y$ are two variables. Calculating a partition function of such a system is easy. But what if we want to compute the partition function ignoring variable $y$. Such thing is achieved by writing a modified system $(a',b',c',\cdots,n')$

$Z(a',b',\cdots,n') = \int dx \left[  \int dy e^{-a(x^2+y^2)}e^{-b(x+4)^4} \right]$

$Z(a',b',\cdots,n') = \int dx e^{-S(a',b',c',\cdots,n')}$

where $S'$ is the action of the modified system. So

$e^{-S(a',b',c',\cdots,n');x} = \int dy e^{-a(x^2+y^2)}e^{-b(x+4)^4} \equiv \int dye^{-S(a,b,\cdot,n;x,y)}$ 

here we have created an effective action $S'$ of an effective theory. We did not eliminate $y$ by setting it zero, but we created an integral where we integrated out $y$ but got the same answer as the original theory. The second integral with integrated of exponential with Boltzman weight have interactions parts involving $x,y$. In the last we have modified the system in such a way that we do not need to figure out the coupling of $x$ and $y$, but we have set the fate of $x$ to itself.

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Gaussian Matrix (Random)

We will take a $4 \times 4$ random unitary matrix of Gaussian nature (Hermitian ensemble) -  generated from Mathematica.


with $det =$.

 Eigenvalues of the given matrix are computed below.


One may now do many things with this matrix, such as generating its Gaussian distribution. 

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Misconception between Bosonic String and Susperstring in RNS Formalism

There are many common misconceptions (or carelessness) that amateur string readers have. One of those is that bosonic string theory on worldsheet is for bosons, and superstring theory on superspace is for fermions (well, only fermions). This is technically wrong. Superstring theory has both bosonic sector (with Neveu-Schwarz - NS- boundary condition) and fermionic sector (with Ramond boundary condition). However, the NS bosonic sector (which uses the same $X^\mu$ worldsheet of the free bosonic theory of D=26) of Superstring is different from the bosonic theory in D=26. One of the things that differentiate the two is the presence of an extra oscillator in the former.  NS bosonic sector does not have the critical dimension $26$ but $10$.

In superstring theory, we add an extra wave-function $\psi^\mu$ which is related to $X^\mu$ by world-sheet supersymmetry (space-time SUSY is used in GS formalism). The fermionic sector (of course of Superstring) is also ghosts-free at $D=10$. And the Virasoro algebra of the free bosonic theory is replaced by the Super-Virasoro algebra.

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Random Matrices

I have been lately studying the random matrices and their application that widely defaults for the JT gravity. Though, random matrices need to be started with Wigner's idea of the random matrix in nuclear theory. Right now, random matrix theory can be considered an important subject, at least from my learning view. In the following (short), I present my rough ideas of random matrix theory, extracted from here.


Random matrix theory (RMT) is a classic example of statistical group theory in general physics. The most recent development for RMT is the equivalence of JT gravity with RMT, see here. From the correspondence of AdS/CFT, one learns that a bulk theory with gravity lives on the boundary of a quantum system. However, the equivalence of JT gravity is not given to a boundary theory (or a bulk theory). In fact, RMT shares the correspondence with JT gravity; hence JT gravity is dual to random matrix integral of Hamiltonian $ H $, where $ H $ is a random matrix.

(RMT is mainly concerned about groups' statistics, at least for us, whose applications are wide in physics, as indicated.)

Consider a matrix $ \sf M $, from linear algebra we know that $ \sf M$ holds eigenvalues $ {\sf {m}}_{ij} $ (for $ 2 \times 2 $ matrix). Suppose the elements of matrix $ \sf M $ are random variables, to which we say to obey some specific outlined properties. In that case, the study of those ($\mathsf{m}_{ij} $) eigenvalues are called the "random matrix theory'' problem. Now one can ask what the practical application of RMT is. Actually, there are many practical applications. Consider the well-studied example of the nucleus using these random matrices, which Wigner (and Dyson) developed. And the recent example of the success of RMT is JT gravity. I suggest the reader to read the most interesting book on this subject by  Madan Lal Mehta.


From a mathematical perspective, random matrices serve great as well. However, it tends that it is currently revolutionizing the physics. Nuclear physics had first exploitation of random matrices. And now, it is used as a tool in black hole information problems, JT gravity (see the Saad, Shenker, Stanford), and other statistics problems (include the pedastriation and all that researches).  The deformations of these matrices were done by Witten, and he also did the volume problems for the subject. 

Radom matrices can be classified into classes. See sec. 4 in this and Witten's paper on JT gravity. For a full study, consider the Mehta's book.

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Few Updates

Let us catch with some updates. 

  • Susskind has a good paper on de-Sitter space here. He has been pretty active in de-Sitter lately. One should first start with his and colleagues' paper on the causal patch and then follow up on his recent writings. (I recently saw a video of Susskind highly appraising Juan Maldacena here.)
  • I wrote a fine and short piece of introduction (and basically mixed up) article on field theory and beyond, which can be found here and here.
  • Subir Sachdev, TIFR, and IAS have organized a course on Quantum phases of matter. The lectures can be viewed at http://qpt.physics.harvard.edu/qpm/.
  • Breakthrough Prizes have been awarded https://breakthroughprize.org/News/65.
Ig Nobel Prizes are out, check it to chuckle a little.

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