ML Anthology

Ding, Dongsheng

14 publications

NeurIPS 2025 Alignment of Large Language Models with Constrained Learning Botong Zhang, Shuo Li, Ignacio Hounie, Osbert Bastani, Dongsheng Ding, Alejandro Ribeiro
NeurIPS 2025 Composition and Alignment of Diffusion Models Using Constrained Learning Shervin Khalafi, Ignacio Hounie, Dongsheng Ding, Alejandro Ribeiro
JMLR 2025 Convergence and Sample Complexity of Natural Policy Gradient Primal-Dual Methods for Constrained MDPs Dongsheng Ding, Kaiqing Zhang, Jiali Duan, Tamer Basar, Mihailo R. Jovanovic
AAAI 2025 Deterministic Policy Gradient Primal-Dual Methods for Continuous-Space Constrained MDPs Sergio Rozada, Dongsheng Ding, Antonio G. Marques, Alejandro Ribeiro
NeurIPS 2024 Constrained Diffusion Models via Dual Training Shervin Khalafi, Dongsheng Ding, Alejandro Ribeiro
NeurIPS 2024 One-Shot Safety Alignment for Large Language Models via Optimal Dualization Xinmeng Huang, Shuo Li, Edgar Dobriban, Osbert Bastani, Hamed Hassani, Dongsheng Ding
ICMLW 2024 One-Shot Safety Alignment for Large Language Models via Optimal Dualization Xinmeng Huang, Shuo Li, Edgar Dobriban, Osbert Bastani, Hamed Hassani, Dongsheng Ding
ICMLW 2024 One-Shot Safety Alignment for Large Language Models via Optimal Dualization Xinmeng Huang, Shuo Li, Edgar Dobriban, Osbert Bastani, Hamed Hassani, Dongsheng Ding
AISTATS 2024 Resilient Constrained Reinforcement Learning Dongsheng Ding, Zhengyan Huan, Alejandro Ribeiro
NeurIPS 2023 Last-Iterate Convergent Policy Gradient Primal-Dual Methods for Constrained MDPs Dongsheng Ding, Chen-Yu Wei, Kaiqing Zhang, Alejandro Ribeiro
L4DC 2023 Provably Efficient Generalized Lagrangian Policy Optimization for Safe Multi-Agent Reinforcement Learning Dongsheng Ding, Xiaohan Wei, Zhuoran Yang, Zhaoran Wang, Mihailo Jovanovic
ICML 2022 Independent Policy Gradient for Large-Scale Markov Potential Games: Sharper Rates, Function Approximation, and Game-Agnostic Convergence Dongsheng Ding, Chen-Yu Wei, Kaiqing Zhang, Mihailo Jovanovic
AISTATS 2021 Provably Efficient Safe Exploration via Primal-Dual Policy Optimization Dongsheng Ding, Xiaohan Wei, Zhuoran Yang, Zhaoran Wang, Mihailo Jovanovic
NeurIPS 2020 Natural Policy Gradient Primal-Dual Method for Constrained Markov Decision Processes Dongsheng Ding, Kaiqing Zhang, Tamer Basar, Mihailo Jovanovic