Author

Zi-Xuan Wang

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#artificial intelligence Preprint Oct 2026

Beyond Corrected Memory: Execution Consistency in Multi-Agent Systems

Shared memory coordinates agents'actions, but correct records do not establish that those actions satisfy task requirements. Memory governance and failure diagnosis regulate or inspect recorded information; they do not by themselves establish whether it is sufficient to judge task duties. We define execution consistenc...

Zhe Yu, Zi-Xuan Wang, Pei-Dong Wang et al. · 0 citations

#artificial intelligence Conference Jan 2026

AMA: Adaptive Memory via Multi-Agent Collaboration

Adaptive Memory via Multi-Agent Collaboration (AMA), a novel framework that leverages coordinated agents to manage memory across multiple granularities, significantly outperforms state-of-the-art baselines while reducing token consumption by approximately 80% compared to full-context methods.

Weiquan Huang, Zi-Xuan Wang, He-Hai Lin et al. · Annual Meeting of the Associ... · 7 citations · ⚡1