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PIMAEX: Multi-Agent Exploration through Peer Incentivization

cs.MA · 2025-01-02 · conditional · novelty 4.0

In a bespoke multi-agent exploration task, a reward that gives agents a share of their peers' rewards proportional to their influence raises team return, though a simpler influence-only variant explores more state space.

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  • PIMAEX: Multi-Agent Exploration through Peer Incentivization cs.MA · 2025-01-02 · conditional · none · ref 4

    In a bespoke multi-agent exploration task, a reward that gives agents a share of their peers' rewards proportional to their influence raises team return, though a simpler influence-only variant explores more state space.