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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Jian Yang

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2 papers indexed here

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Preprint Aug 2026

RoMeRL: Balancing Feedback Coverage and the Memory-Reward Trap in Self-Evolving Agent Memory via Reduced-Order Utility States

Learning-based memory systems for self-evolving LLM agents face two tightly coupled challenges. First, trajectory-indexed utilities grow with the interaction history, thereby dispersing limited feedback over an ever-expanding state space. Second, because trajectory-level rewards are jointly assigned to co-retrieved mem...

Yi Yang, Zhen-Nan Chen, Yihong Zhuang et al. · 0 citations
Sep 2026

OpenVid++: A Large-scale High-quality Dataset for Text-to-video Generation

A Motion-Aware Frame Sampling (MAFS) strategy for constructing motion-aware captions enables more effective utilization of video frames and improves captioning quality for large-motion videos.

Ke-Pan Nan, Tie-Han Fan, Rui Xie et al. · 1 citation

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