Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein spaceAnnual Conference Computational Learning Theory (COLT), 2023 |
Minimizing Convex Functionals over Space of Probability Measures via KL
Divergence Gradient FlowInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
Nonlinear Distributionally Robust OptimizationMathematical programming (Math. Program.), 2023 |
Distributionally Robust Optimization via Ball Oracle AccelerationNeural Information Processing Systems (NeurIPS), 2022 |
Convex Analysis of the Mean Field Langevin DynamicsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
Particle Dual Averaging: Optimization of Mean Field Neural Networks with
Global Convergence Rate AnalysisNeural Information Processing Systems (NeurIPS), 2020 |