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cs.CV2026
VideoSTF: Stress-Testing Output Repetition in Video Large Language Models
Yuxin Cao, Wei Song, Shangzhi Xu +2
Video Large Language Models (VideoLLMs) have achieved strong performance on video understanding tasks, yet existing benchmarks evaluate only what models predict, leaving the stabil…
cs.CV2025★ 1 cited
Intriguing Frequency Interpretation of Adversarial Robustness for CNNs and ViTs
Lu Chen, Han Yang, Hu Wang +3
Adversarial examples have attracted significant attention over the years, yet understanding their frequency-based characteristics remains insufficient. In this paper, we investigat…