Authors

Dawei Qiu

Publications 2

Preprint Open access

PowerMarketJax: A JAX Benchmark Suite for Multi-Agent Reinforcement Learning in Power Markets

Zhanhua Pan, Xin Qin, Xiao Liu et al. · 2026

Power markets are a natural testbed for multi-agent reinforcement learning (MARL), where multiple self-interested participants repeatedly submit bids. A market-clearing mechanism then determines dispatch and prices subject to power grid constraints and market settlement rules. However, existing MARL environments typica …

Preprint Open access

PowerZooJax: A JAX-based Power System Benchmark for Reinforcement Learning

Zhanhua Pan, Xiao Liu, Zhilong Cao et al. · 2026

Power system operation is a safety-critical sequential decision-making problem, making it a natural testbed for reinforcement learning (RL). However, existing RL environments for power systems are often narrow in scope and computationally limited by CPU-based simulation workflows, making large-scale evaluation difficul …

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