2 papers
cs.MA2026
MARS-DA: A Hierarchical Reinforcement Learning Framework for Risk-Aware Multi-Agent Bidding in Power Grids
Jiayi Chen, Xuan Zhang, Guiling Wang
The increasing penetration of renewable energy has introduced substantial volatility into wholesale electricity markets, complicating the optimal bidding strategies for power produ…
cs.LG2025
Beyond the Norm: A Survey of Synthetic Data Generation for Rare Events
Jingyi Gu, Xuan Zhang, Guiling Wang
Extreme events, such as market crashes, natural disasters, and pandemics, are rare but catastrophic, often triggering cascading failures across interconnected systems. Accurate pre…