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StateBridge reveals that training-free hidden-state alignment can significantly enhance communication efficiency in LLM multi-agent systems, outperforming traditional methods.
HyperClaim outperforms traditional methods by achieving up to 87.3% accuracy in detecting video misinformation through advanced hypergraph reasoning that captures complex cross-modal interactions.
