FairMarket-RL embeds an LLM fairness critic into IPPO reward shaping and reports >90% demand fulfillment and FTB/FBS >0.80 in a small simulated market, but the metrics are generated by the same LLM used for training.
Reinforcement Learning Enabled Peer -to-Peer Energy Trading for Dairy Farms,
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FairMarket-RL: LLM-Guided Fairness Shaping for Multi-Agent Reinforcement Learning in Peer-to-Peer Markets
FairMarket-RL embeds an LLM fairness critic into IPPO reward shaping and reports >90% demand fulfillment and FTB/FBS >0.80 in a small simulated market, but the metrics are generated by the same LLM used for training.