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Yi-Lin Zhao

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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
#natural language process... Preprint Sep 2026

Func-R1: Incentivizing Mathematical Function Reasoning in Multimodal Large Language Models

Performing deliberate mathematical reasoning in visual contexts is a hallmark of advanced Multimodal Large Language Models (MLLMs) and requires a sophisticated synthesis of perceptual grounding and symbolic logic. However, in the realm of mathematical functions, our investigation reveals a critical modality interferenc...

Ming Yin, Xiaohai Wang, Dian Li et al. · 0 citations

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