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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

Current agents remain largely stateless across tasks, limiting their ability to continually improve from prior interactions and making memory essential for long-horizon agentic behavior. Existing memory methods seek to reuse past experience, but most rely on a single memory representation (e.g., trajectories, reflectio...

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. · 2 citations

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