LLM-ALSO is an iterative LLM-driven framework for adaptive reward shaping in cooperative MARL that diagnoses failures from sparse metrics, proposes configurations, and validates them via short-horizon branches before applying updates.
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LLM-ALSO: LLM-Driven Adaptive Learning-Signal Optimization for Multi-Agent Reinforcement Learning
LLM-ALSO is an iterative LLM-driven framework for adaptive reward shaping in cooperative MARL that diagnoses failures from sparse metrics, proposes configurations, and validates them via short-horizon branches before applying updates.