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Xingfa Yang

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#artificial intelligence Preprint Sep 2026

H3-World: Turning Language Understanding into World Control

H3-World, an efficient framework that turns the 33B MiniMax-H3 video generator into an interactive world model, and introduces temporal attention routing, which restricts each instruction to its intended time interval and reduces control leakage across actions.

Dan Chen, Ze-Qing Wang, Zibin Lin et al. · 3 citations
Open access 2026

CG-MAR: LLM-Based Multi-Agent Recommendation System via Community Graph

CG-MAR is proposed, a community-reasoning-enhanced multi-agent recommendation framework driven by LLMs that adopts a candidate closed-loop strategy and a deterministic five-agent pipeline consisting of retrieval, listwise reranking, pairwise tournament refinement, verification, and memory.

Xingfa Yang, Jun Yin · 0 citations

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