← Search

Mingxuan Cui

2 accepted papers

2026

DR-SAC: Distributionally Robust Soft Actor-Critic for Reinforcement Learning under Uncertainty

ICLR 2026poster

Deep reinforcement learning (RL) has achieved remarkable success, yet its deployment in real-world scenarios is often limited by vulnerability to environmental uncertainties. Distributionally robust RL (DR-RL) algorithms have been proposed to resolve this challenge, but existing approaches are large…

Cited by 0SourcecodeScholar
2026

ShortageSim: Simulating Drug Shortages Under Information Asymmetry

AAAI 2026technical

Drug shortages pose critical risks to patient care and healthcare systems worldwide, yet the effectiveness of regulatory interventions remains poorly understood due to information asymmetries in pharmaceutical supply chains. We propose ShortageSim, which addresses this challenge by providing the fir

Cited by 0SourcePDFScholar