Characterizing the Function Space for Bayesian Kernel Models. - Natesh S. Pillai; Qiang Wu 003; Feng Liang; Sayan Mukherjee 001; Robert L. Wolpert (J. Mach. Learn. Res., 2007)

Parallel Markov Chain Monte Carlo via Spectral Clustering. - Guillaume W. Basse; Aaron Smith; Natesh S. Pillai (AISTATS, 2016)

Inefficiency of Data Augmentation for Large Sample Imbalanced Data. - James E. Johndrow; Aaron Smith; Natesh S. Pillai; David B. Dunson (CoRR, 2016)

The use of a single pseudo-sample in approximate Bayesian computation. - Luke Bornn; Natesh S. Pillai; Aaron Smith; Dawn Woodard (Stat. Comput., 2017)

Does Hamiltonian Monte Carlo mix faster than a random walk on multimodal densities? - Oren Mangoubi; Natesh S. Pillai; Aaron Smith (CoRR, 2018)

Parallel Local Approximation MCMC for Expensive Models. - Patrick R. Conrad; Andrew D. Davis; Youssef M. Marzouk; Natesh S. Pillai; Aaron Smith (SIAM/ASA J. Uncertain. Quantification, 2018)

Kac meets Johnson and Lindenstrauss: a memory-optimal, fast Johnson-Lindenstrauss transform. - Vishesh Jain; Natesh S. Pillai; Aaron Smith (CoRR, 2020)

Simple conditions for metastability of continuous Markov chains. - Oren Mangoubi; Natesh S. Pillai; Aaron Smith (J. Appl. Probab., 2021)

Weak Separation in Mixture Models and Implications for Principal Stratification. - Nhat Ho; Avi Feller; Evan Greif; Luke Miratrix; Natesh S. Pillai (AISTATS, 2022)

Rate-optimal refinement strategies for local approximation MCMC. - Andrew D. Davis; Youssef M. Marzouk; Aaron Smith; Natesh S. Pillai (Stat. Comput., 2022)

Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent. - Tianle Liu; Promit Ghosal; Krishnakumar Balasubramanian 002; Natesh S. Pillai (NeurIPS, 2023)

Policy Gradients for Optimal Parallel Tempering MCMC. - Daniel Zhao; Natesh S. Pillai (CoRR, 2024)

Privacy-Preserving Race/Ethnicity Estimation for Algorithmic Bias Measurement in the U.S. - Saikrishna Badrinarayanan; Osonde Osoba; Miao Cheng; Ryan Rogers 002; Sakshi Jain; Rahul Tandra; Natesh S. Pillai (CoRR, 2024)