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Directly optimizing internal reasoning from outcome feedback, GradCuit achieves a 6.6% accuracy boost over chain-of-thought prompting while enhancing robustness and interpretability.
Forget hand-designed agent communication topologies: Agent Q-Mix learns decentralized communication strategies that boost accuracy and token efficiency in LLM multi-agent systems.
