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Yong-Xian Wei

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#artificial intelligence Preprint Sep 2026

MemAgent: Learning to Manage Heterogeneous Memory Providers for LLM Agents

MemAgent, featuring a content-aware routing architecture and a training-data synthesis pipeline, is proposed, featuring a content-aware routing architecture and a training-data synthesis pipeline that improves average accuracy and outperforms every individual memory method across all three benchmarks.

Yong-Xian Wei, Yi-Lin Zhao, Run-Xi Cheng et al. · 0 citations
#artificial intelligence Preprint Sep 2026

LimiX-2: A Contextual Mechanism Network Towards General Structured-Data Intelligence

We introduce LimiX-2, a new model in the LimiX family, developed through model and data scaling guided by our previously established scaling laws. LimiX-2 adopts the Contextual Mechanism Networks (CMNs) paradigm and is pretrained with Context-Conditional Masked Modeling (CCMM). CMNs shifts the organizing principle of i...

Xing-Xuan Zhang, Gang Ren, Hao Yuan et al. · 5 citations

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