19 citations · 21 across the 7 of their papers we have counts for
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cs.CV2026
LoGo: Local-Global Rewards for Consistent Long-Horizon Video Generation
Ziqi Ma, Shreya Sharma, Mohamed El Banani +8
Camera-controlled video models are rapidly advancing toward long generation horizons and complex camera control. A key failure mode is 3D inconsistency: as the camera moves, object…
cs.SD2026
C2GA: A Class-Controllable Generative Augmentation Framework for Respiratory Sound Classification
Ziqi Ma, Mengyu Han, Anteng Cai +4
Background: Respiratory sound classification plays a critical role in the clinical identification of pulmonary pathologies. However, its performance is often hindered by the limite…
cs.CV2026
Out of Sight, Out of Mind? Evaluating State Evolution in Video World Models
Ziqi Ma, Mengzhan Liufu, Georgia Gkioxari
Evolutions in the world, such as water pouring or ice melting, happen regardless of being observed. Video world models generate "worlds" via 2D frame observations. Can these genera…