2 papers
cs.AI2026
SolarChain-Eval: A Physics-Constrained Benchmark for Trustworthy Economic Agents in Decentralized Energy Markets
Shilin Ou, Yifan Xu, Luyao Zhang
As agentic AI systems are increasingly applied to cyber-physical environments, their evaluation requires assessment of both task performance and trustworthiness. In decentralized e…
cs.CY2026
SolarChain: A Physics-Grounded Embodied IoT System for Verifiable Urban Solar Market Design
Shilin Ou, Yifan Xu, Zhenshan Zhang +2
Distributed solar markets must coordinate physical reports, economic allocation, and public settlement even when IoT data can be manipulated. We present SolarChain, a controlled Em…