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Zhi-Hao Li

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#natural language process... Preprint Oct 2026

Agentic University: Collaborative Agents for Personalized Learning

Large language models support personalized tutoring, content generation, and adaptive learning paths. However, capability development requires these resources and interactions to form a coherent learning process that evolves with the learner. A central challenge is to align goals, activities, and assessment while using...

Jing-Ru Fan, Tian-Le Zhou, Yu-Jie Zhou et al. · 0 citations

Preprint Oct 2026

Cache Engineering for Agents

Large Language Model (LLM) agents can handle increasingly complex tasks, navigating long trajectories of observations and actions. As these trajectories grow, key-value (KV) cache I/O and storage become the dominant cost. Trajectories can also exceed the LLM's maximum context length, requiring control over active cache...

Tianyu Fu, Ruo-Xin Wang, Zi-Han Min et al. · 0 citations