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cs.AI2026
SkillEvo: Self-Renewing Evolution Gradients from Multi-Turn Interaction Feedback
Qianxi Yan, Chunrong Chen, Jiuzhou Zhao +3
Agent Skills are today either hand-authored or produced in a single LLM generation pass, and consequently possess no closed loop through which they might improve from the interacti…
cs.AI2026
ALSO: Adversarial Online Strategy Optimization for Social Agents
Xiang Li, Liping Yi, Mingze Kong +3
Social simulation provides a compelling testbed for studying social intelligence, where agents interact through multi-turn dialogues under evolving contexts and strategically adapt…
cs.AI2026
TCAndon-Router: Adaptive Reasoning Router for Multi-Agent Collaboration
Jiuzhou Zhao, Chunrong Chen, Chenqi Qiao +3
Multi-Agent Systems(MAS) have become a powerful paradigm for building high performance intelligent applications. Within these systems, the router responsible for determining which…