| A convergence theory for SVGD in the population limit under Talagrand’s inequality T1 A Salim, L Sun, P Richtarik International Conference on Machine Learning, 19139-19152, 2022 | 26 | 2022 |
| Convergence of Stein variational gradient descent under a weaker smoothness condition L Sun, A Karagulyan, P Richtarik International Conference on Artificial Intelligence and Statistics, 3693-3717, 2023 | 20 | 2023 |
| Consensus-Based Optimization with Truncated Noise M Fornasier, P Richtárik, K Riedl, L Sun arXiv preprint arXiv:2310.16610, 2023 | 12 | 2023 |
| A pde framework of consensus-based optimization for objectives with multiple global minimizers M Fornasier, L Sun Communications in Partial Differential Equations, 1-42, 2025 | 9 | 2025 |
| Sharper rates and flexible framework for nonconvex SGD with client and data sampling A Tyurin, L Sun, K Burlachenko, P Richtárik Transactions on Machine Learning Research, 2023 | 8 | 2023 |
| Federated Learning with a Sampling Algorithm under Isoperimetry L Sun, A Salim, P Richtárik Transactions on Machine Learning Research, 2024 | 5 | 2024 |
| Complexity Analysis of Stein Variational Gradient Descent Under Talagrand's Inequality T1 A Salim, L Sun, P Richtárik arXiv, 2021 | 4 | 2021 |
| A Note on the Convergence of Mirrored Stein Variational Gradient Descent under Smoothness Condition L Sun, P Richtárik arXiv preprint arXiv:2206.09709, 2022 | 3 | 2022 |
| Federated sampling with Langevin algorithm under isoperimetry L Sun, A Salim, P Richtárik Transactions on Machine Learning Research, 2024 | 1 | 2024 |
| Faithful global convergence for the rescaled Consensus--Based Optimization H Huang, H Kouhkouh, L Sun arXiv preprint arXiv:2503.08578, 2025 | | 2025 |
| Regularity and positivity of solutions of the Consensus-Based Optimization equation: unconditional global convergence M Fornasier, L Sun arXiv preprint arXiv:2502.01434, 2025 | | 2025 |
| Stein Variational Gradient Descent and Consensus-Based Optimization: Towards a Convergence Analysis and Generalization L Sun | | 2024 |
| Improved Stein Variational Gradient Descent with Importance Weights L Sun, P Richtárik Neurips OTML Workshop 2023, 2023 | | 2023 |
