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Rui-Jie Yang

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#artificial intelligence Preprint Oct 2026

Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents

Multimodal agents commonly generate free-form reasoning before each action. For small models, limited model capacity can result in lengthy reasoning that provides little useful guidance for action generation while incurring substantial inference cost. To address this challenge, we introduce Selection-based Structured R...

Feiyu Zhu, Xiao-Yu Zhu, Ji-Qian Yang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

LSTMem: Hierarchical Long Short-Term Online Memory for Large Language Models

Large language models increasingly serve as long-horizon assistants and agents, where they must both accumulate information across interactions and make the relevant parts available when later requests depend on them. Existing compact online memories typically use a single persistent state both to accumulate history an...

Xiang-Long Shi, Rui-Jie Yang, Si-Rui Zhao et al. · 0 citations

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