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Learning to ground decentralized multi-agent communication with contrastive learning,

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cs.MA 1

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2026 1

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CCKS: Consensus-based Communication and Knowledge Sharing

cs.MA · 2026-06-10 · unverdicted · novelty 6.0

CCKS adds consensus constraints built by contrastive learning on local observations to action-advising in DTDE MARL, yielding faster learning and higher performance on football and StarCraft benchmarks.

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  • CCKS: Consensus-based Communication and Knowledge Sharing cs.MA · 2026-06-10 · unverdicted · none · ref 30

    CCKS adds consensus constraints built by contrastive learning on local observations to action-advising in DTDE MARL, yielding faster learning and higher performance on football and StarCraft benchmarks.