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cs.CV2026
StreamingEval: A Unified Evaluation Protocol towards Realistic Streaming Video Understanding
Guowei Tang, Tianwen Qian, Huanran Zheng +2
Real-time, continuous understanding of visual signals is essential for real-world interactive AI applications, and poses a fundamental system-level challenge. Existing research on…
cs.CV2025
SSL4RL: Revisiting Self-supervised Learning as Intrinsic Reward for Visual-Language Reasoning
Xiaojun Guo, Runyu Zhou, Yifei Wang +8
Vision-language models (VLMs) have shown remarkable abilities by integrating large language models with visual inputs. However, they often fail to utilize visual evidence adequatel…