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eess.IV2026
ContextTom: Training-Free Video VLM Acceleration with Early Spatial Context
Yuqi Li, Neil Rodrigues, Xianglong Wang +8
Video vision-language models process thousands of visual tokens before producing an answer. Reducing these tokens early saves computation, but also determines which evidence reache…
eess.IV2026
TeQCo: Temporal Quota Consistency for Training-Free Video Token Compression
Yuqi Li, Xianglong Wang, Neil Rodrigues +8
Video token compression must control both temporal coverage and task relevance, but sequential stages can conflict: a content-driven allocation stage may be overwritten by a global…