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CCKS: consensus-based communication and knowledge sharing for collaborative agents
CCKS (arXiv 2606.12281, submitted June 11) proposes distributed consensus mechanisms that let collaborating agents converge on shared knowledge during learning, rather than each maintaining divergent local state. It targets reliability in collaborative multi-agent learning where inconsistent knowledge degrades coordination. The work complements the week's other multi-agent communication research aimed at making agent fleets agree on a common picture before acting.
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