Understanding the acceleration phenomenon via high-resolution differential equations B Shi, SS Du, MI Jordan, WJ Su Mathematical Programming 195 (1-2), 79-148, 2022 | 230 | 2022 |
Acceleration via symplectic discretization of high-resolution differential equations B Shi, SS Du, W Su, MI Jordan Advances in Neural Information Processing Systems 32, 2019 | 122 | 2019 |
On learning rates and Schrödinger operators B Shi, WJ Su, MI Jordan Journal of Machine Learning Research 24 (379), 1-53, 2023 | 47 | 2023 |
Mathematical theories of machine learning-Theory and applications B Shi, SS Iyengar Springer International Publishing, 2020 | 21 | 2020 |
Gradient Norm Minimization of Nesterov Acceleration: o(1/k3) S Chen, B Shi, Y Yuan arXiv preprint arXiv:2209.08862, 2022 | 13 | 2022 |
Conjugate and cut points in ideal fluid motion TD Drivas, G Misiołek, B Shi, T Yoneda Annales mathématiques du Québec 46 (1), 207–225, 2022 | 11 | 2022 |
On the hyperparameters in stochastic gradient descent with momentum B Shi arXiv preprint arXiv:2108.03947, 2021 | 10 | 2021 |
Proximal Subgradient Norm Minimization of ISTA and FISTA B Li, B Shi, Y Yuan arXiv preprint arXiv:2211.01610, 2022 | 7 | 2022 |
An adjoint-free algorithm for conditional nonlinear optimal perturbations (CNOPs) via sampling B Shi, G Sun Nonlinear Processes in Geophysics 30 (3), 263-276, 2023 | 4* | 2023 |
On Underdamped Nesterov's Acceleration S Chen, B Shi, Y Yuan arXiv preprint arXiv:2304.14642, 2023 | 4 | 2023 |
Revisiting the acceleration phenomenon via high-resolution differential equations S Chen, B Shi, Y Yuan arXiv preprint arXiv:2212.05700, 2022 | 3 | 2022 |
Linear convergence of forward-backward accelerated algorithms without knowledge of the modulus of strong convexity B Li, B Shi, Y Yuan To appear in SIAM Journal on Optimization, 2024+, 2023 | 2* | 2023 |
Linear Convergence of ISTA and FISTA B Li, B Shi, Y Yuan arXiv preprint arXiv:2212.06319, 2022 | 2 | 2022 |
The sampling method for optimal precursors of El Niño-Southern Oscillation events B Shi, J Ma Nonlinear Processes in Geophysics 31 (1), 165-174, 2024 | 1* | 2024 |
Optimal Disturbances of Blocking: A Barotropic View B Shi, D Luo, W Zhang arXiv preprint arXiv:2210.06011, 2022 | 1* | 2022 |
Understanding the PDHG Algorithm via High-Resolution Differential Equations B Li, B Shi arXiv preprint arXiv:2403.11139, 2024 | | 2024 |
Understanding the ADMM Algorithm via High-Resolution Differential Equations B Li, B Shi arXiv preprint arXiv:2401.07096, 2024 | | 2024 |
A Conservation Law Method in Optimization B Shi arXiv preprint arXiv:1708.08035, 2017 | | 2017 |