Publications (41)
A high-bias, low-variance introduction to Machine Learning for physicists
Pankaj Mehta, Marin Bukov, Ching-Hao Wang +4
From Intracellular Signaling to Population Oscillations: Bridging Scales in Collective Behavior
Allyson E. Sgro, David J. Schwab, Javad Noorbakhsh +3
Erratum: Nonequilibrium Transport in Quantum Impurity Models (Bethe-Ansatz for open systems). [Phys. Rev. Lett. 96, 216802 (2006)]
Pankaj Mehta, Sung po Chao, Natan Andrei
Comment on "Why does deep and cheap learning work so well?" [arXiv:1608.08225]
David J. Schwab, Pankaj Mehta
A phase transition between the niche and neutral regimes in ecology
Charles K. Fisher, Pankaj Mehta
A thermodynamic paradigm for solution demixing inspired by nuclear transport in living cells
Ching-Hao Wang, Pankaj Mehta, Michael Elbaum
Intrinsic noise of microRNA-regulated genes and the ceRNA hypothesis
Javad Noorbakhsh, Alex Lang, Pankaj Mehta
An analytically tractable model for community ecology with many species
Benjamin Dickens, Charles K. Fisher, Pankaj Mehta
Constrained optimization as ecological dynamics with applications to random quadratic programming in high dimensions
Pankaj Mehta, Wenping Cui, Ching-Hao Wang +1
Epigenetic landscapes explain partially reprogrammed cells and identify key reprogramming genes
Alex H. Lang, Hu Li, James J. Collins +1
Efficiency bounds for nonequilibrium heat engines
Pankaj Mehta, Anatoli Polkovnikov
Environmental engineering is an emergent feature of diverse ecosystems and drives community structure
Madhu Advani, Guy Bunin, Pankaj Mehta
Measurement of the copy number of the master quorum-sensing regulator of a bacterial cell
Shu-Wen Teng, Yufang Wang, Kimberly C. Tu +5
The strength of protein-protein interactions controls the information capacity and dynamical response of signaling networks
Ching-Hao Wang, Caleb J. Bashor, Pankaj Mehta
Reinforcement Learning in Different Phases of Quantum Control
Marin Bukov, Alexandre G. R. Day, Dries Sels +3
Fast Bayesian Feature Selection for High Dimensional Linear Regression in Genomics via the Ising Approximation
Charles K. Fisher, Pankaj Mehta
Thermodynamics of statistical inference by cells
Alex H. Lang, Charles K. Fisher, Thierry Mora +1
Controlling energy landscapes with correlations between minima
Sai Teja Pusuluri, Alex Hunter Lang, Pankaj Mehta +1
Multiscale modeling of oscillations and spiral waves in Dictyostelium populations
Javad Noorbakhsh, David Schwab, Allyson Sgro +2
Identifying feasible operating regimes for early T-cell recognition: The speed, energy, accuracy trade-off in kinetic proofreading and adaptive sorting
Wenping Cui, Pankaj Mehta
Broken symmetry in a two-qubit quantum control landscape
Marin Bukov, Alexandre G. R. Day, Phillip Weinberg +3
Nonequilibrium Transport in Quantum Impurity Models (Bethe-Ansatz for open systems)
Pankaj Mehta, Natan Andrei
Statistical mechanics of transcription-factor binding site discovery using Hidden Markov Models
Pankaj Mehta, David Schwab, Anirvan M. Sengupta
Geometry and non-adiabatic response in quantum and classical systems
Michael Kolodrubetz, Dries Sels, Pankaj Mehta +1
A quantitative comparison of sRNA-based and protein-based gene regulation
Pankaj Mehta, Sidhartha Goyal, Ned S. Wingreen
Glassy Phase of Optimal Quantum Control
Alexandre G. R. Day, Marin Bukov, Phillip Weinberg +2
Landauer in the age of synthetic biology: energy consumption and information processing in biochemical networks
Pankaj Mehta, Alex H. Lang, David J. Schwab
Regular and Singular Fermi Liquid fixed points in quantum impurity models
Pankaj Mehta, L. Borda, Gergely Zarand +2
An exact mapping between the Variational Renormalization Group and Deep Learning
Pankaj Mehta, David J. Schwab
Zipf's law and criticality in multivariate data without fine-tuning
David J. Schwab, Ilya Nemenman, Pankaj Mehta
Available energy fluxes drive a transition in the diversity, stability, and functional structure of microbial communities
Robert Marsland, Wenping Cui, Joshua Goldford +3
Kuramoto model with coupling through an external medium
David J. Schwab, Gabriel G. Plunk, Pankaj Mehta
Identifying Keystone Species in the Human Gut Microbiome from Metagenomic Timeseries using Sparse Linear Regression
Charles K. Fisher, Pankaj Mehta
Exponential sensitivity of noise-driven switching in genetic networks
Pankaj Mehta, Ranjan Mukhopadhyay, Ned S. Wingreen
The Energetic Costs of Cellular Computation
Pankaj Mehta, David J. Schwab
Dynamical quorum-sensing and synchronization of nonlinear oscillators coupled through an external medium
David J. Schwab, Ania Baetica, Pankaj Mehta
Scattering approach to impurity thermodynamics
Pankaj Mehta, Natan Andrei
Nonequilibrium quantum-impurities: from entropy production to information theory
Pankaj Mehta, Natan Andrei
Bayesian feature selection with strongly-regularizing priors maps to the Ising Model
Charles K. Fisher, Pankaj Mehta
Information processing and signal integration in bacterial quorum sensing
Pankaj Mehta, Sidhartha Goyal, Tao Long +2
Cellular reprogramming dynamics follow a simple one-dimensional reaction coordinate
Sai Teja Pusuluri, Alex H. Lang, Pankaj Mehta +1