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Tianwen Qian

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Jul 2026

ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding

Streaming video understanding requires models to continuously retain useful visual evidence before future questions are known. Existing approaches primarily manage the growing visual context according to token importance, temporal redundancy, or segment-level relevance, but rarely organize evidence around objects that...

Mingkang Dong, Muxin Pu, Jie Li et al. · 1 citation
#artificial intelligence Preprint Aug 2026

WM-R1: Training GUI Agents to Reason and leverage World Models with Reinforcement Learning

WM-R1 is the first reinforcement learning framework that trains mobile GUI agents with world models instead of real environments, eliminating the need for real-environment interaction, supports massively parallelized and step-level granularized trajectory generation grounded in world models, and introduces a multi-dime...

Yu Han, Tianwen Qian · 0 citations

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