Analysis of Langevin Monte Carlo from Poincar\'e to Log-Sobolev S Chewi, MA Erdogdu, MB Li, R Shen, M Zhang Foundations of Computational Mathematics, 1-51, 2024 | 99 | 2024 |
Riemannian Langevin Algorithm for Solving Semidefinite Programs MB Li, MA Erdogdu Bernoulli 29 (4), 3093-3113, 2023 | 35 | 2023 |
The future is log-Gaussian: ResNets and their infinite-depth-and-width limit at initialization M Li, M Nica, D Roy Advances in Neural Information Processing Systems 34, 7852-7864, 2021 | 35 | 2021 |
The Neural Covariance SDE: Shaped Infinite Depth-and-Width Networks at Initialization M Li, M Nica, D Roy Advances in Neural Information Processing Systems 35, 10795-10808, 2022 | 34 | 2022 |
Improved discretization analysis for underdamped Langevin Monte Carlo S Zhang, S Chewi, M Li, K Balasubramanian, MA Erdogdu The Thirty Sixth Annual Conference on Learning Theory, 36-71, 2023 | 25 | 2023 |
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit L Noci, C Li, M Li, B He, T Hofmann, CJ Maddison, D Roy Advances in Neural Information Processing Systems 36, 2023 | 21 | 2023 |
Depthwise Hyperparameter Transfer in Residual Networks: Dynamics and Scaling Limit B Bordelon, L Noci, MB Li, B Hanin, C Pehlevan International Conference on Learning Representations, 2024 | 8 | 2024 |
Sampling from the mean-field stationary distribution Y Kook, MS Zhang, S Chewi, MA Erdogdu, MB Li The Thirty Seventh Annual Conference on Learning Theory, 3099-3136, 2024 | 6 | 2024 |
Differential Equation Scaling Limits of Shaped and Unshaped Neural Networks MB Li, M Nica Transactions on Machine Learning Research, 2024 | 1 | 2024 |
Analysis of Learning Algorithms via Diffusion Limits M Li | | 2023 |
Acceleration of gossip algorithms through the Euler–Poisson–Darboux Equation R Berthier, M Li IMA Journal of Applied Mathematics 87 (6), 985-1009, 2022 | | 2022 |
Higher Order Generalization Error for First Order Discretization of Langevin Diffusion MB Li, M Gazeau arXiv preprint arXiv:2102.06229, 2021 | | 2021 |