Youngchul Sung

Flow Matching with Injected Noise for Offline-to-Online Reinforcement Learning

Flow Actor-Critic for Offline Reinforcement Learning

STAIRS-Former: Spatio-Temporal Attention with Interleaved Recursive Structure TransFormer for Offline Mulit-task Multi-agent Reinforcement Learning

Offline Reinforcement Learning Through Trajectory Clustering and Lower Bound Penalisation

Constrained Multi-Objective Reinforcement Learning with Max-Min Criterion

Addressing Exogenous Variability in Cooperative Multi-Agent Reinforcement Learning

MASTARS: Multi-Agent Sequential Trajectory Augmentation with Return-Conditioned Subgoals

Constrained Diffusion Policy Optimization for Offline Reinforcement Learning

Penalizing Infeasible Actions and Reward Scaling in Reinforcement Learning with Offline Data

Reward Dimension Reduction for Scalable Multi-Objective Reinforcement Learning

Online Pre-Training for Offline-to-Online Reinforcement Learning

Multi-Objective Reinforcement Learning with Max-Min Criterion: A Game-Theoretic Approach

ARS: Adaptive Reward Scaling for Multi-Task Reinforcement Learning

Online Pre-Training for Offline-to-Online Reinforcement Learning

Penalizing Infeasible Actions and Reward Scaling in Reinforcement Learning with Offline Data