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20232026
most citedA Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models

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cs.CV2026

VAD: Attributing Visual Evidence for Target Reconstruction in Multimodal On-Policy Distillation

Kangning Zhang, Yixing Li, Shuai Shao +9

Multimodal on-policy distillation (OPD) transfers fine-grained visual knowledge by supervising student-generated trajectories with a privileged-view teacher. Yet its next-token cor…

cs.CV2026

MuSEAgent: A Multimodal Reasoning Agent with Stateful Experiences

Shijian Wang, Jiarui Jin, Runhao Fu +11

Research agents have recently achieved significant progress in information seeking and synthesis across heterogeneous textual and visual sources. In this paper, we introduce MuSEAg…