Author

Guoping Luo

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Preprint Aug 2026

Token-Budget Distillation: Transferring Full-Token Semantics to Compressed Video Vision-Language Models

Token-Budget Distillation (TBD) is presented, a parameter-efficient fine-tuning framework for adapting video VLMs under a fixed token budget and consistently outperforms compression-only baselines under both moderate and aggressive compression.

Xiao-Yang Guo, Guoping Luo, Jusheng Zhang et al. · 1 citation

Jul 2026

MissingBench-Verified: Probing Vision-Language Models' Inability to Detect Missing Object Parts

MissingBench-Verified is presented, a benchmark designed to evaluate a specific and practically relevant scenario: when vision-language models fail to recognize that an essential component of an object has been removed, indicating that this failure mode cannot be addressed through current prompting or post-hoc correcti...

W. Guo, Qi Qian, Shiyu Zhou et al. · arXiv.org · 0 citations