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cs.AI2026
BACAM: Behavior-Aware Continual Agent Merging for Multi-Turn Interaction
Shuaitong Li, Baochen Xiong, Xiaoshan Yang +4
Model merging offers a way to integrate the capabilities of specialized experts, but existing agent merging methods typically require all of them to be available at once. We study…
cs.AI2026
AgentPatch: Coarse-to-Fine Weak-Task Repair for Merging Agentic Multimodal Large Language Models
Zibo Shao, Baochen Xiong, Chengdong Xu +6
Agentic multimodal large language models (MLLMs) extend multimodal perception and reasoning with planning, tool use, and interaction in dynamic environments. Yet current models are…