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.)

Posted in | Leave a comment Print it.

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

Posted in | Leave a comment Print it.

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 $x\log x$.

Posted in | 3 Comments Print it.

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.

Posted in | Leave a comment Print it.

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)

Posted in | 6 Comments Print it.

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

Posted in | 1 Comment Print it.

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.

Posted in | 3 Comments Print it.

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.

Posted in | Leave a comment Print it.

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. 

Posted in | Leave a comment Print it.

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.

Posted in | 3 Comments Print it.

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.

Posted in , | 1 Comment Print it.

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.

Posted in | 2 Comments Print it.

For Summer!

Here, I include some important papers (or books) which one (if not already) should read in this Summer. (Of course, I can miss many great which I have read or haven't).


  • Two-dimensional gravity and intersection theory on moduli space by Edward Witten - https://inspirehep.net/literature/307956. This work founds one of the pillar for later developments in JT gravity and Random Matrix theory.
  • Large N field theories, string theory and gravity by O. Aharony, S. S. Gubser, J. M. Maldacena, H. Ooguri, and Y. Oz - http://arxiv.org/abs/hep-th/9905111. One of the best introductions to AdS/CFT and Large N Correspondence (and Gauge-String duality).
  • S. Coleman, “Aspects of Symmetry: Selected Erice Lectures,” 1988.
  • J. H. Schwarz, “Introduction to superstring theory,” NATO Sci. Ser. C 566 (2001) 143–187, arXiv:hep-ex/0008017.
  • A. Eskin and M. Mirzakhani, “Counting closed geodesics in Moduli space,” arXiv e-prints (Nov., 2008) , arXiv:0811.2362 [math.DS]. - It is a highly important work among many by Mirzakhani.
  • P. H. Ginsparg, “APPLIED CONFORMAL FIELD THEORY,” in Les Houches Summer School in Theoretical Physics: Fields, Strings, Critical Phenomena. 9, 1988. arXiv:hep-th/9108028
  • M. B. Green, J. H. Schwarz, and E. Witten, SUPERSTRING THEORY. VOL. 1 and 2: INTRODUCTION. Cambridge Monographs on Mathematical Physics.
  • G. ’t Hooft, “Large N,” arXiv:hep-th/0204069. Large N is nowadays bread and butter, so you must buy it.
I must repeat that this list is arbitrary but sure are of great help to me.
Happy Reading! - Aayush

Posted in | 1 Comment Print it.

KLT Relations

Kawai-Lewellen-Tye Relation, see here, is a perfect tool to make connections between amplitudes. The most general of them is the relation between a tree gravity amplitude (from Einstein-Hilbert action) and a gauge theory amplitude (from Yang-Mills). We can also relate the closed strings amplitude and open strings amplitude using KLT. (Many connections are there for closed strings algebra and open strings. From a conversation with Ed Witten; Ed - The simplest is that they can be computed in similar ways by integral representations that come from the open or closed string).


From the paper (recommended);


and same paper (sec II, a short review);


More papers on this subject; here, here, and here.

Posted in | 2 Comments Print it.

Old Superstring Formalism

I wrote a very brief discussing note on superstring formalism that was developed in the early years. In the note, I discuss it with required algebra. However, an adopted model for superstrings is good than this one. You can read it from here:


Old Superstring Formalism - Pdf

Posted in | 1 Comment Print it.

Non-criticality and Criticality

Though some papers promise to show the Lorentz invariance in non-critical string theory, I haven't found any strong evidence of it, yet. Except some papers claiming it to be consistent in some scenarios.  Evidently, the addition of longitudinal oscillators in lower dimensions is not harmful, however, we wait for a good scheme for non-critical string theory. (I also have no idea of eliminating anomalies and ghosts in superstring in non-critical dimensions.) We discuss the origin of $D=26$ (critical dimensions) in bosonic string theory.


Among some ways of proving the criticality, the most famous is by using $j_{\mu\nu}$ (Lorentz elements) - A method involving a very after-canonical quantization process of deriving critical dimensions can be found in Polchinski's volume. You can check if the action you have written for your strings (Polyakov action) is Poincare invariant. If they are Poincare invariant, then they are in critical dimensions. For bosonic string theory, it is $D=26$ and $D=10$ for superstring. One can find the critical dimensions for superstring by adding fermions using RNS. For M-theory, a close but not similar process can be carried out. If the theory is critical, then we should not fear the super-conformal ghosts that appear as central charges in algebras of string theory. In $D=26$, one can have the vacuum state as a tachyon, which is negative mass squared. In superstring theory, tachyons don't appear. Tachyons are unstable.

We can't talk much about non-critical theory, however, some models show good significance, for instance, $D \geq 4$, but too premature. Also, T-duality is only applicable for critical dimensions in super-string theory (I haven't encountered any support for non-critical dimensions for T-duality). Some good studies are holding for non-critical string theory with its application to AdS (not aware of recent development).


Edit: Paper by Polyakov also had a solution to the critical dimension from 1981 (the original subject of paper was on summation of random surfaces). And, there are also prospects of Liouville thoeries in non-critical dimensions.

Posted in | Leave a comment Print it.

Unparticles and Unnuclear

In this short paper, I sum up the ideas of unparticle field theory (UFT). UFT is a scale-invariant theory. Georgi proposed it in 2007. Some slides (of earlier times) by him are available here on the subject. Despite being a wonderful field theory, it lacks experimental evidence. However, indirect shreds of evidence are possible through the following channels


.

There are more channels other than these. (For technicalities of these interactions, refer to papers.) UFT has a parameter  in the field equations. UFT is unlikely (for now) to be observed because it can be integral values, for instance, 1/2. How would the field theory look? 

In the case of  , UFT is just standard model field theory (these scalar theories are scale-invariant). For instance a UFT with the propagator 


 is phase-space (refer to any paper on UFT).  When , the propagator becomes


which is a familiar propagator in SM. There are many more interesting things about UFT that I cover in the paper with results. You should check first (if new to UFT) papers by Georgi, Tzu-Yiang Yuan, and Kingman Cheung. Georgi is also carrying interesting results in Schwinger's problems. 


Recently, a new term was dropped in this area by Hammer and Son. Unnuclear physics is a non-relativistic theory of unparticles. This EFT claims much more experiments than unparticle physics (which is a relativistic version). A recent talk by Dam Son emphasized the phenomenology of unnuclear physics, which is his next paper (to be released this month). A lot is going in this field. However, it is a newborn field, so a lot can't be said. 

Posted in , | 1 Comment Print it.