Optimality and NP-Hardness of Transformers in Learning Markovian Dynamical FunctionsYanna DingSongtao Luet al.2025NeurIPS 2025
Fast Linear Solvers via AI-Tuned Markov Chain Monte Carlo-based Matrix InversionAnton LebedevWinkyung Leeet al.2025SC 2025
SPRIG: Stackelberg Perception-Reinforcement Learning with Internal Game DynamicsFernando MartinezJuntao Chenet al.2025AAAI 2025
Federated Learning for Discrete Optimal Transport with Large Population under Incomplete InformationJuntao ChenYingdong Lu2024ISMP 2024
On Representations of Mean-Field Variational InferenceSoumyadip GhoshYingdong Luet al.2023NeurIPS 2023
General Markov Decision Process Framework for Directly Learning Optimal Control PoliciesYingdong LuMark Squillanteet al.2023SIAM CT 2023
Markov Decision Process Framework for Control-Based Reinforcement LearningYingdong LuMark Squillanteet al.2023SIGMETRICS 2023
Optimal Control in Fluid Models of Stochastic Networks with ConstraintsYingdong LuMark Squillanteet al.2020INFORMS 2020
A General Family of Robust Stochastic Operators for Reinforcement LearningYingdong LuMark Squillanteet al.2019arXiv