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@article{DBLP:journals/corr/abs-2409-01574, author = {Daniel Zhao and Natesh S. Pillai}, title = {Policy Gradients for Optimal Parallel Tempering {MCMC}}, journal = {CoRR}, volume = {abs/2409.01574}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2409.01574}, doi = {10.48550/ARXIV.2409.01574}, eprinttype = {arXiv}, eprint = {2409.01574}, timestamp = {Mon, 21 Oct 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2409-01574.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2409-04652, author = {Saikrishna Badrinarayanan and Osonde Osoba and Miao Cheng and Ryan Rogers and Sakshi Jain and Rahul Tandra and Natesh S. Pillai}, title = {Privacy-Preserving Race/Ethnicity Estimation for Algorithmic Bias Measurement in the {U.S}}, journal = {CoRR}, volume = {abs/2409.04652}, year = {2024}, url = {https://doi.org/10.48550/arXiv.2409.04652}, doi = {10.48550/ARXIV.2409.04652}, eprinttype = {arXiv}, eprint = {2409.04652}, timestamp = {Wed, 16 Oct 2024 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2409-04652.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/nips/LiuG0P23, author = {Tianle Liu and Promit Ghosal and Krishnakumar Balasubramanian and Natesh S. Pillai}, editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine}, title = {Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent}, booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023}, year = {2023}, url = {http://papers.nips.cc/paper\_files/paper/2023/hash/c0ae487420ebc8d0ed7c541b4e3f09d4-Abstract-Conference.html}, timestamp = {Fri, 01 Mar 2024 00:00:00 +0100}, biburl = {https://dblp.org/rec/conf/nips/LiuG0P23.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2305-14076, author = {Tianle Liu and Promit Ghosal and Krishnakumar Balasubramanian and Natesh S. Pillai}, title = {Towards Understanding the Dynamics of Gaussian-Stein Variational Gradient Descent}, journal = {CoRR}, volume = {abs/2305.14076}, year = {2023}, url = {https://doi.org/10.48550/arXiv.2305.14076}, doi = {10.48550/ARXIV.2305.14076}, eprinttype = {arXiv}, eprint = {2305.14076}, timestamp = {Tue, 06 Jun 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-2305-14076.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sac/DavisMSP22, author = {Andrew D. Davis and Youssef M. Marzouk and Aaron Smith and Natesh S. Pillai}, title = {Rate-optimal refinement strategies for local approximation {MCMC}}, journal = {Stat. Comput.}, volume = {32}, number = {4}, pages = {60}, year = {2022}, url = {https://doi.org/10.1007/s11222-022-10123-0}, doi = {10.1007/S11222-022-10123-0}, timestamp = {Mon, 28 Aug 2023 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/sac/DavisMSP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aistats/HoFGMP22, author = {Nhat Ho and Avi Feller and Evan Greif and Luke Miratrix and Natesh S. Pillai}, editor = {Gustau Camps{-}Valls and Francisco J. R. Ruiz and Isabel Valera}, title = {Weak Separation in Mixture Models and Implications for Principal Stratification}, booktitle = {International Conference on Artificial Intelligence and Statistics, {AISTATS} 2022, 28-30 March 2022, Virtual Event}, series = {Proceedings of Machine Learning Research}, volume = {151}, pages = {5416--5458}, publisher = {{PMLR}}, year = {2022}, url = {https://proceedings.mlr.press/v151/ho22b.html}, timestamp = {Sat, 30 Sep 2023 09:34:08 +0200}, biburl = {https://dblp.org/rec/conf/aistats/HoFGMP22.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jap/MangoubiPS21, author = {Oren Mangoubi and Natesh S. Pillai and Aaron Smith}, title = {Simple conditions for metastability of continuous Markov chains}, journal = {J. Appl. Probab.}, volume = {58}, number = {1}, pages = {83--105}, year = {2021}, url = {https://doi.org/10.1017/jpr.2020.83}, doi = {10.1017/JPR.2020.83}, timestamp = {Tue, 09 Mar 2021 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/jap/MangoubiPS21.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-2003-10069, author = {Vishesh Jain and Natesh S. Pillai and Aaron Smith}, title = {Kac meets Johnson and Lindenstrauss: a memory-optimal, fast Johnson-Lindenstrauss transform}, journal = {CoRR}, volume = {abs/2003.10069}, year = {2020}, url = {https://arxiv.org/abs/2003.10069}, eprinttype = {arXiv}, eprint = {2003.10069}, timestamp = {Tue, 24 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/corr/abs-2003-10069.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/juq/ConradDMPS18, author = {Patrick R. Conrad and Andrew D. Davis and Youssef M. Marzouk and Natesh S. Pillai and Aaron Smith}, title = {Parallel Local Approximation {MCMC} for Expensive Models}, journal = {{SIAM/ASA} J. Uncertain. Quantification}, volume = {6}, number = {1}, pages = {339--373}, year = {2018}, url = {https://doi.org/10.1137/16M1084080}, doi = {10.1137/16M1084080}, timestamp = {Thu, 08 Aug 2019 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/juq/ConradDMPS18.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/abs-1808-03230, author = {Oren Mangoubi and Natesh S. Pillai and Aaron Smith}, title = {Does Hamiltonian Monte Carlo mix faster than a random walk on multimodal densities?}, journal = {CoRR}, volume = {abs/1808.03230}, year = {2018}, url = {http://arxiv.org/abs/1808.03230}, eprinttype = {arXiv}, eprint = {1808.03230}, timestamp = {Sun, 02 Sep 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/abs-1808-03230.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/sac/BornnPSW17, author = {Luke Bornn and Natesh S. Pillai and Aaron Smith and Dawn Woodard}, title = {The use of a single pseudo-sample in approximate Bayesian computation}, journal = {Stat. Comput.}, volume = {27}, number = {3}, pages = {583--590}, year = {2017}, url = {https://doi.org/10.1007/s11222-016-9640-7}, doi = {10.1007/S11222-016-9640-7}, timestamp = {Wed, 25 Mar 2020 00:00:00 +0100}, biburl = {https://dblp.org/rec/journals/sac/BornnPSW17.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@inproceedings{DBLP:conf/aistats/BasseSP16, author = {Guillaume W. Basse and Aaron Smith and Natesh S. Pillai}, editor = {Arthur Gretton and Christian C. Robert}, title = {Parallel Markov Chain Monte Carlo via Spectral Clustering}, booktitle = {Proceedings of the 19th International Conference on Artificial Intelligence and Statistics, {AISTATS} 2016, Cadiz, Spain, May 9-11, 2016}, series = {{JMLR} Workshop and Conference Proceedings}, volume = {51}, pages = {1318--1327}, publisher = {JMLR.org}, year = {2016}, url = {http://proceedings.mlr.press/v51/basse16a.html}, timestamp = {Wed, 29 May 2019 08:41:44 +0200}, biburl = {https://dblp.org/rec/conf/aistats/BasseSP16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/corr/JohndrowSPD16, author = {James E. Johndrow and Aaron Smith and Natesh S. Pillai and David B. Dunson}, title = {Inefficiency of Data Augmentation for Large Sample Imbalanced Data}, journal = {CoRR}, volume = {abs/1605.05798}, year = {2016}, url = {http://arxiv.org/abs/1605.05798}, eprinttype = {arXiv}, eprint = {1605.05798}, timestamp = {Mon, 13 Aug 2018 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/corr/JohndrowSPD16.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
@article{DBLP:journals/jmlr/PillaiWLMW07, author = {Natesh S. Pillai and Qiang Wu and Feng Liang and Sayan Mukherjee and Robert L. Wolpert}, title = {Characterizing the Function Space for Bayesian Kernel Models}, journal = {J. Mach. Learn. Res.}, volume = {8}, pages = {1769--1797}, year = {2007}, url = {https://dl.acm.org/doi/10.5555/1314498.1314558}, doi = {10.5555/1314498.1314558}, timestamp = {Thu, 02 Jun 2022 01:00:00 +0200}, biburl = {https://dblp.org/rec/journals/jmlr/PillaiWLMW07.bib}, bibsource = {dblp computer science bibliography, https://dblp.org} }
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