H-CSC is a BFT protocol that converts embedding-derived signals over LLM proposals into typed semantic_commit, verdict_commit, or abort outcomes, with empirical results on diagnostic and benchmark tasks showing high commit rates and safety under attacks.
A weighted byzantine fault tolerance consensus driven trusted multiple large language models network
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A survey comparing classical multi-agent systems with large foundation model-enabled multi-agent systems, showing how the latter enables semantic-level collaboration and greater adaptability.
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Hierarchical Certified Semantic Commitment for Byzantine-Resilient LLM-Agent Collaboration
H-CSC is a BFT protocol that converts embedding-derived signals over LLM proposals into typed semantic_commit, verdict_commit, or abort outcomes, with empirical results on diagnostic and benchmark tasks showing high commit rates and safety under attacks.
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Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures
A survey comparing classical multi-agent systems with large foundation model-enabled multi-agent systems, showing how the latter enables semantic-level collaboration and greater adaptability.