# Research

## Papers by topic

Click here for a chronological list.

### Causal inference

**Stability of causal inference**. [Preprint].

with Leonard J. Schulman.Extended abstract in the proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI), 2016.

Recipient of the

.*Best paper award*

### Counting complexity in statistical physics

**Symbolic integration and the complexity of computing averages**. [Preprint].

with Leonard J. Schulman and Alistair Sinclair.- Extended abstract in the proceedings of the IEEE Symposium on the Foundations of Computer Science (FOCS), 2015.

**Lee-Yang theorems and the complexity of computing averages**. [arXiv].

with Alistair Sinclair.*Comm. Math. Phys.***329**(3), pp. 827–858. August 2014.Extended abstract in the proceedings of the ACM Symposium on the Theory of Computing (STOC), 2013.

See our FOCS 2015 paper for improved versions of the complexity theoretic results in this paper, and this note for a different proof of our extension of the Lee-Yang theorem.

### Phase transitions and correlation decay

**Spatial mixing and the connective constant: Optimal bounds**. [arXiv].

with Alistair Sinclair, Daniel Štefankovič and Yitong Yin.*Probability Theory & Related Fields*. Online July 2016.Extended abstract in the proceedings of the ACM-SIAM Symposium on Discrete Algorithms (SODA), 2015.

This paper subsumes the results of our FOCS 2013 paper listed below and also adds new results for the monomer-dimer model.

**Spatial mixing and approximation algorithms for graphs with bounded connective constant**. [arXiv].

with Alistair Sinclair and Yitong Yin.- Extended abstract in the proceedings of the IEEE Symposium on the Foundations of Computer Science (FOCS), 2013.

**Approximation algorithms for two-state anti-ferromagnetic spin systems**. [arXiv].

with Alistair Sinclair and Marc Thurley.*J. Stat. Phys.***155**(4), pp. 666–686. March 2014.Extended abstract in the proceedings of the ACM-SIAM Symposium on Discrete Algorithms (SODA), 2012.

### Mathematical models of evolution

**Evolutionary dynamics in finite populations mix rapidly**. [Preprint].

with Ioannis Panageas and Nisheeth K. Vishnoi.- Extended abstract in the proceedings of the ACM-SIAM Symposium on Discrete Algorithms (SODA), 2016.

**A finite population model of molecular evolution**.

with Narendra M. Dixit and Nisheeth K. Vishnoi.*J. Comp. Biol.***19**(10), pp. 1176–1202. October 2012.

## Dissertation

*Counting and correlation decay in spin systems*. August 2014, UC Berkeley.

## Notes

**Approximating the hard core partition function with negative activities**. April, 2015.- This note shows that a simple modification of the analysis of Weitz’s algorithm for approximating the partition function of the hard core model can be used to show that the hard core model with
*negative*activities also admits an FPTAS as long as all the vertex activities satisfy Shearer’s condition.

- This note shows that a simple modification of the analysis of Weitz’s algorithm for approximating the partition function of the hard core model can be used to show that the hard core model with
**A simplified proof of a Lee-Yang type theorem**, with Mario Szegedy. July, 2014. [arXiv].**The Lee-Yang theory of phase transitions**. October, 2013.- An informal companion note for my talk at a workshop on
*Zeros of Polynomials and their Applications*at IEEE FOCS, 2013 which includes a simplified description of Asano’s proof of the Lee-Yang Theorem. Parts of the appendix to this note were also incorporated into a survey written by Nisheeth K. Vishnoi for the same workshop.

- An informal companion note for my talk at a workshop on
**Inferring graphical structures**, with Di Wang. May, 2013.- The main content of this note is the observation that the sample complexity of learning the hard core model on \(\mathcal{G}(n, d/n)\) is \(n^{\Theta(1/\log\log n)}\).

## Some older manuscripts from undergraduate research

**An elementary approach towards Cramer’s conjecture**. Undergraduate Thesis, completed under Manindra Agrawal.**Approximative techniques for embedding matrix multiplication in group algebras**, with Piyush P. Kurur.**Average case complexity theory**. Caltech SURF Project (2007), completed under Chris Umans and Leonard J. Schulman.- This report contains a generalization of an upper bound on the min-entropy of distributions under which a problem can be distNP complete under deterministic reductions, and shows some weak restrictions on randomized reductions to distNP complete problems with a uniform distribution.