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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.
Large language models (LLMs) are propelling recommender systems toward generative paradigms and multi-agent collaboration by using natural language as a unified interface. However, relying solely on prompt engineering is insufficient to capture the temporal dynamics of user preferences. Therefore, it is necessary to ex...
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