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cs.CV2026
UniJev: Separating Accuracy from Calibration in Trimodal System One Decision Models
Jianing Wang, Youwen Jian, Derong Wang +5
System One models produce probabilistic judgments that software can consume directly, making reliable confidence as important as answer accuracy. Yet joint training across text, im…
cs.CV2026
VideoJev: System One Model for Video Understanding and Interaction
Yuhan Zhu, Xiangyu Zeng, Qingyi Si +15
Visual agents must turn video observations into timely decisions to track progress and choose what to do next. Building on the emerging System One paradigm, we introduce VideoJev,…