Author

Yanxiao Zhao

University of Chinese Academy of Sciences

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#natural language process... May 2026

PatchBoard: Schema-Grounded State Mutation for Reliable and Auditable LLM Multi-Agent Collaboration

PatchBoard is introduced, a schema-grounded collaboration architecture that replaces inter-agent dialogue with validated JSON Patch mutations over a shared structured state that achieves an 84.6% success rate on matched ALFWorld episodes.

Shuyu Zhang, Yaqi Shi, Jia-Rui Zhang et al. · arXiv.org · 1 citation

Jul 2026

RLLMNav: boosting object goal navigation through seamless integration of historical experience with large language model

This work proposes RLLMNav, a method that integrates historical experience of RL with commonsense reasoning of LLM through a confidence-gated routing mechanism, and utilizes commonsense knowledge extracted from an LLM to suggest frontiers.

Kexun Chen, Qianlei Wang, Zhixuan Shen et al. · International Journal of Mac... · 0 citations

Jul 2026

SCALECUA: Scaling Computer Use Agents with Verifiable Task Synthesis and Efficient Online RL

This work introduces ScaleCUA, a unified framework that scales online RL for CUAs via verifiable task synthesis and efficient training, and designs VeriGen, an end-to-end framework for generating verifiable RL tasks through iterative docker interactions and a multi-agent feedback loop.

Bowen Lv, Xiao Liu, Yanyu Ren et al. · arXiv.org · 4 citations · ⚡1