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2502.11494
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Stop Looking for Important Tokens in Multimodal Language Models: Duplication Matters More
17 February 2025
Zichen Wen
Yifeng Gao
Shaobo Wang
J.N. Zhang
Qintong Zhang
Weijia Li
Conghui He
Linfeng Zhang
VLM
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Papers citing
"Stop Looking for Important Tokens in Multimodal Language Models: Duplication Matters More"
9 / 9 papers shown
FlexSelect: Flexible Token Selection for Efficient Long Video Understanding
Yunzhu Zhang
Yu Lu
T. Wang
Fengyun Rao
Yi Yang
Linchao Zhu
VLM
231
7
0
01 Jun 2025
Reasoning Like an Economist: Post-Training on Economic Problems Induces Strategic Generalization in LLMs
Yufa Zhou
S. Wang
Xingyu Dong
Xiangqi Jin
Yifang Chen
Yue Min
Kexin Yang
Xingzhang Ren
Dayiheng Liu
Linfeng Zhang
OffRL
LRM
277
1
0
31 May 2025
VScan: Rethinking Visual Token Reduction for Efficient Large Vision-Language Models
Ce Zhang
Kaixin Ma
Tianqing Fang
Wenhao Yu
Hongming Zhang
Zhisong Zhang
Yaqi Xie
Katia Sycara
Haitao Mi
Dong Yu
VLM
312
7
0
28 May 2025
ToDRE: Effective Visual Token Pruning via Token Diversity and Task Relevance
Duo Li
Zuhao Yang
Xiaoqin Zhang
Ling Shao
Shijian Lu
VLM
500
1
0
24 May 2025
QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design
Benjamin Schneider
Dongfu Jiang
Chao Du
Tianyu Pang
Wenhu Chen
VLM
237
4
0
22 May 2025
FLASH: Latent-Aware Semi-Autoregressive Speculative Decoding for Multimodal Tasks
Zihua Wang
Ruibo Li
Haozhe Du
Joey Tianyi Zhou
Yu Zhang
Xu Yang
MLLM
421
1
0
19 May 2025
TimeChat-Online: 80% Visual Tokens are Naturally Redundant in Streaming Videos
Linli Yao
You Li
Y. X. Wei
Lei Li
Shuhuai Ren
...
Sida Li
Dianbo Sui
Qi Liu
Yanzhe Zhang
Xu Sun
283
19
0
24 Apr 2025
LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts
Yimu Wang
Mozhgan Nasr Azadani
Sean Sedwards
Krzysztof Czarnecki
MoE
MLLM
277
2
0
07 Apr 2025
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers
Ruanjun Li
Yuedong Tan
Yuanming Shi
Jiawei Shao
VLM
729
4
0
12 Mar 2025
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