📚 Publications (Preview)

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Accelerating Streaming Video Large Language Models via Hierarchical Token Compression CVPR 2026

Published in CVPR 2026, 2025

We propose STC, the first plug-and-play hierarchical token compression framework for streaming VideoLLMs...

Cite: Yiyu Wang, Xuyang Liu, Xiyan Gui, Xinying Lin, Boxue Yang, Chenfei Liao, Tailai Chen, and Linfeng Zhang. (2026). "Accelerating Streaming Video Large Language Models via Hierarchical Token Compression." CVPR.
@inproceedings{wang2026stc,
  title={Accelerating Streaming Video Large Language Models via Hierarchical Token Compression},
  author={Wang, Yiyu and Liu, Xuyang and Gui, Xiyan and Lin, Xinying and Yang, Boxue and Liao, Chenfei and Chen, Tailai and Zhang, Linfeng},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year={2026}
}

Variation-aware Vision Token Dropping for Faster Large Vision-Language Models CVPR 2026

Published in CVPR 2026, 2025

We propose V2Drop, a variation-aware method that identifies and progressively drops lazy tokens...

Cite: Junjie Chen, Xuyang Liu, Zichen Wen, Yiyu Wang, Siteng Huang, and Honggang Chen. (2026). "Variation-aware Vision Token Dropping for Faster Large Vision-Language Models." CVPR.
@inproceedings{chen2026v2drop,
  title={Variation-aware Vision Token Dropping for Faster Large Vision-Language Models},
  author={Chen, Junjie and Liu, Xuyang and Wen, Zichen and Wang, Yiyu and Huang, Siteng and Chen, Honggang},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year={2026}
}

Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models EMNLP 2025

Published in EMNLP 2025 Main Conference, 2025

We propose VidCom2, a plug-and-play inference acceleration framework for VideoLLMs...

Cite: Xuyang Liu, Yiyu Wang, Junpeng Ma, and Linfeng Zhang. (2025). "Video Compression Commander..." EMNLP.
@inproceedings{liu2025vidcom2,
  title={Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models},
  author={Liu, Xuyang and Wang, Yiyu and Ma, Junpeng and Zhang, Linfeng},
  booktitle={Proceedings of the Conference on Empirical Methods in Natural Language Processing},
  year={2025}
}

VTC-Bench: Are We Using the Right Benchmark? ACL 2026

Published in ACL 2026 Main Track (Under Review), 2025

Cite: Chenfei Liao et al. (2026). "Are We Using the Right Benchmark..." ACL.

Preview for lern-to-write.github.io — 8 papers total