FlashVID: Efficient Video Large Language Models via Training-free Tree-based Spatiotemporal Token Merging
Fuente:
arXiv
Saved in:
| Main Authors: | Fan, Ziyang, Chen, Keyu, Xing, Ruilong, Li, Yulin, Jiang, Li, Tian, Zhuotao |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Less Is More, but Where? Dynamic Token Compression via LLM-Guided Keyframe Prior
by: Li, Yulin, et al.
Published: (2025)
by: Li, Yulin, et al.
Published: (2025)
Token Merging via Spatiotemporal Information Mining for Surgical Video Understanding
by: Jiang, Xixi, et al.
Published: (2025)
by: Jiang, Xixi, et al.
Published: (2025)
InfoMerge: Information-aware Token Compression for Efficient Video Large Language Models
by: Liu, Xinxin, et al.
Published: (2026)
by: Liu, Xinxin, et al.
Published: (2026)
XS-VID: An Extremely Small Video Object Detection Dataset
by: Guo, Jiahao, et al.
Published: (2024)
by: Guo, Jiahao, et al.
Published: (2024)
Video Token Merging for Long-form Video Understanding
by: Lee, Seon-Ho, et al.
Published: (2024)
by: Lee, Seon-Ho, et al.
Published: (2024)
Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models
by: Li, Jinlong, et al.
Published: (2026)
by: Li, Jinlong, et al.
Published: (2026)
Generalized Decoupled Learning for Enhancing Open-Vocabulary Dense Perception
by: Wang, Junjie, et al.
Published: (2025)
by: Wang, Junjie, et al.
Published: (2025)
FastVID: Dynamic Density Pruning for Fast Video Large Language Models
by: Shen, Leqi, et al.
Published: (2025)
by: Shen, Leqi, et al.
Published: (2025)
Fast-Slow Efficient Training for Multimodal Large Language Models via Visual Token Pruning
by: Zhang, Dingkun, et al.
Published: (2026)
by: Zhang, Dingkun, et al.
Published: (2026)
STEAR: Layer-Aware Spatiotemporal Evidence Intervention for Hallucination Mitigation in Video Large Language Models
by: Fan, Linfeng, et al.
Published: (2026)
by: Fan, Linfeng, et al.
Published: (2026)
Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework
by: Zhang, Chenyuan, et al.
Published: (2026)
by: Zhang, Chenyuan, et al.
Published: (2026)
Unified Language-driven Zero-shot Domain Adaptation
by: Yang, Senqiao, et al.
Published: (2024)
by: Yang, Senqiao, et al.
Published: (2024)
VideoMerge: Towards Training-free Long Video Generation
by: Zhang, Siyang, et al.
Published: (2025)
by: Zhang, Siyang, et al.
Published: (2025)
Enhancing Spatial Reasoning in Multimodal Large Language Models through Reasoning-based Segmentation
by: Ning, Zhenhua, et al.
Published: (2025)
by: Ning, Zhenhua, et al.
Published: (2025)
HoliTom: Holistic Token Merging for Fast Video Large Language Models
by: Shao, Kele, et al.
Published: (2025)
by: Shao, Kele, et al.
Published: (2025)
Mitigating Object Hallucinations via Sentence-Level Early Intervention
by: Peng, Shangpin, et al.
Published: (2025)
by: Peng, Shangpin, et al.
Published: (2025)
SpatialVID: A Large-Scale Video Dataset with Spatial Annotations
by: Wang, Jiahao, et al.
Published: (2025)
by: Wang, Jiahao, et al.
Published: (2025)
Training-Free Efficient Video Generation via Dynamic Token Carving
by: Zhang, Yuechen, et al.
Published: (2025)
by: Zhang, Yuechen, et al.
Published: (2025)
LISA: Reasoning Segmentation via Large Language Model
by: Lai, Xin, et al.
Published: (2023)
by: Lai, Xin, et al.
Published: (2023)
Importance-Based Token Merging for Efficient Image and Video Generation
by: Wu, Haoyu, et al.
Published: (2024)
by: Wu, Haoyu, et al.
Published: (2024)
TokenDial: Continuous Attribute Control in Text-to-Video via Spatiotemporal Token Offsets
by: Liu, Zhixuan, et al.
Published: (2026)
by: Liu, Zhixuan, et al.
Published: (2026)
Efficient Reasoning with Balanced Thinking
by: Li, Yulin, et al.
Published: (2026)
by: Li, Yulin, et al.
Published: (2026)
MergeTok: Unified Continuous and Discrete Visual Tokenization via Token Merging
by: Zhang, Luyuan, et al.
Published: (2026)
by: Zhang, Luyuan, et al.
Published: (2026)
CI-VID: A Coherent Interleaved Text-Video Dataset
by: Ju, Yiming, et al.
Published: (2025)
by: Ju, Yiming, et al.
Published: (2025)
TempMe: Video Temporal Token Merging for Efficient Text-Video Retrieval
by: Shen, Leqi, et al.
Published: (2024)
by: Shen, Leqi, et al.
Published: (2024)
ReToMe-VA: Recursive Token Merging for Video Diffusion-based Unrestricted Adversarial Attack
by: Gao, Ziyi, et al.
Published: (2024)
by: Gao, Ziyi, et al.
Published: (2024)
A General and Efficient Training for Transformer via Token Expansion
by: Huang, Wenxuan, et al.
Published: (2024)
by: Huang, Wenxuan, et al.
Published: (2024)
Benchmarking and Evolving Reason-Reflect-Rectify for Reflective Visual Generation
by: Wang, Junjie, et al.
Published: (2026)
by: Wang, Junjie, et al.
Published: (2026)
Vision Token Reduction via Attention-Driven Self-Compression for Efficient Multimodal Large Language Models
by: Deniz, Omer Faruk, et al.
Published: (2026)
by: Deniz, Omer Faruk, et al.
Published: (2026)
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding
by: Zhang, Yiming, et al.
Published: (2024)
by: Zhang, Yiming, et al.
Published: (2024)
Unlocking Full Efficiency of Token Filtering in Large Language Model Training
by: Chai, Di, et al.
Published: (2025)
by: Chai, Di, et al.
Published: (2025)
FlashVideo: Flowing Fidelity to Detail for Efficient High-Resolution Video Generation
by: Zhang, Shilong, et al.
Published: (2025)
by: Zhang, Shilong, et al.
Published: (2025)
Compressing Sequences in the Latent Embedding Space: $K$-Token Merging for Large Language Models
by: Xu, Zihao, et al.
Published: (2026)
by: Xu, Zihao, et al.
Published: (2026)
On the Limits of Token Reduction for Efficient Unified Vision Language Training
by: Chen, Siyi, et al.
Published: (2026)
by: Chen, Siyi, et al.
Published: (2026)
FastSTAR: Spatiotemporal Token Pruning for Efficient Autoregressive Video Synthesis
by: Yune, Sungwoong, et al.
Published: (2026)
by: Yune, Sungwoong, et al.
Published: (2026)
R2E-VID: Two-Stage Robust Routing via Temporal Gating for Elastic Edge-Cloud Video Inference
by: Yang, Zheming, et al.
Published: (2026)
by: Yang, Zheming, et al.
Published: (2026)
KeyVID: Keyframe-Aware Video Diffusion for Audio-Synchronized Visual Animation
by: Wang, Xingrui, et al.
Published: (2025)
by: Wang, Xingrui, et al.
Published: (2025)
EvoMerge: Neuroevolution for Large Language Models
by: Jiang, Yushu
Published: (2024)
by: Jiang, Yushu
Published: (2024)
Video, How Do Your Tokens Merge?
by: Pollard, Sam, et al.
Published: (2025)
by: Pollard, Sam, et al.
Published: (2025)
ClimateVID -- Social Media Videos Analysis and Challenges Involved
by: Xu, Shiqi, et al.
Published: (2026)
by: Xu, Shiqi, et al.
Published: (2026)
Similar Items
-
Less Is More, but Where? Dynamic Token Compression via LLM-Guided Keyframe Prior
by: Li, Yulin, et al.
Published: (2025) -
Token Merging via Spatiotemporal Information Mining for Surgical Video Understanding
by: Jiang, Xixi, et al.
Published: (2025) -
InfoMerge: Information-aware Token Compression for Efficient Video Large Language Models
by: Liu, Xinxin, et al.
Published: (2026) -
XS-VID: An Extremely Small Video Object Detection Dataset
by: Guo, Jiahao, et al.
Published: (2024) -
Video Token Merging for Long-form Video Understanding
by: Lee, Seon-Ho, et al.
Published: (2024)