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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Tie-Han Fan

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3 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
#machine learning Review Sep 2026

Live Assistant: Learning Whether, When, and Whom to Assist in Real-World Live Social Streams

A trajectory engine is built that reconstructs real livestream sessions into structured causal supervision, yielding over 320 hours of optimization trajectories and a human-reviewed benchmark of 275 clips and 13,812 decision intervals, establishing livestream assistance as selective participation in a shared social str...

Shu-Jian Gao, Jia-Mei Yan, Yu-Chen Yang 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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