Underdamped Langevin MCMC: A non-asymptotic analysis X Cheng, NS Chatterji, PL Bartlett, MI Jordan Conference on learning theory, 300-323, 2018 | 231 | 2018 |
Sharp convergence rates for Langevin dynamics in the nonconvex setting X Cheng, NS Chatterji, Y Abbasi-Yadkori, PL Bartlett, MI Jordan arXiv preprint arXiv:1805.01648, 2018 | 141 | 2018 |
Convergence of Langevin MCMC in KL-divergence X Cheng, P Bartlett Algorithmic Learning Theory, 186-211, 2018 | 135 | 2018 |
Is there an analog of Nesterov acceleration for gradient-based MCMC? YA Ma, NS Chatterji, X Cheng, N Flammarion, PL Bartlett, MI Jordan | 106 | 2021 |
Asymptotic behavior of\ell_p-based laplacian regularization in semi-supervised learning A El Alaoui, X Cheng, A Ramdas, MJ Wainwright, MI Jordan Conference on Learning Theory, 879-906, 2016 | 90 | 2016 |
Stochastic Gradient and Langevin Processes X Cheng, D Yin, PL Bartlett, MI Jordan arXiv preprint arXiv:1907.03215, 2019 | 35* | 2019 |
Exploiting optimization for local graph clustering K Fountoulakis, X Cheng, J Shun, F Roosta-Khorasani, MW Mahoney arXiv preprint arXiv:1602.01886, 2016 | 35* | 2016 |
Optimal dimension dependence of the metropolis-adjusted langevin algorithm S Chewi, C Lu, K Ahn, X Cheng, T Le Gouic, P Rigollet Conference on Learning Theory, 1260-1300, 2021 | 32 | 2021 |
The Interplay between Sampling and Optimization X Cheng University of California, Berkeley, 2020 | 2 | 2020 |
Theory and Algorithms for Diffusion Processes on Riemannian Manifolds X Cheng, J Zhang, S Sra arXiv preprint arXiv:2204.13665, 2022 | 1 | 2022 |
Sharp Convergence Rates for Langevin Dynamics in the Nonconvex Setting X Cheng, NS Chatterji, Y Abbasi-Yadkori, PL Bartlett, MI Jordan stat 1050, 3, 2019 | 1 | 2019 |
Efficient Sampling on Riemannian Manifolds via Langevin MCMC X Cheng, J Zhang, S Sra Advances in Neural Information Processing Systems, 2022 | | 2022 |
FLAG n’FLARE: Fast Linearly-Coupled Adaptive Gradient Methods X Cheng, F Roosta, S Palombo, P Bartlett, M Mahoney International Conference on Artificial Intelligence and Statistics, 404-414, 2018 | | 2018 |