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2509.21268
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MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources
25 September 2025
Sicong Leng
Jing Wang
Jiaxi Li
Hao Zhang
Zhiqiang Hu
Boqiang Zhang
Yuming Jiang
Hang Zhang
Xin Li
Lidong Bing
Deli Zhao
Wei Lu
Yu Rong
Aixin Sun
Shijian Lu
OffRL
LRM
Re-assign community
ArXiv (abs)
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HuggingFace (97 upvotes)
Github (171★)
Papers citing
"MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources"
6 / 6 papers shown
Revisiting the Necessity of Lengthy Chain-of-Thought in Vision-centric Reasoning Generalization
Yifan Du
Kun Zhou
Yingqian Min
Yue Ling
Wayne Xin Zhao
Y. Wu
LRM
115
0
0
27 Nov 2025
Boosting Reasoning in Large Multimodal Models via Activation Replay
Yun Xing
Xiaobin Hu
Qingdong He
Jiangning Zhang
Shuicheng Yan
Shijian Lu
Yu-Gang Jiang
OffRL
LRM
237
1
0
25 Nov 2025
LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling
Zuhao Yang
Sudong Wang
Kaichen Zhang
Keming Wu
Sicong Leng
...
Bo Li
Chengwei Qin
Shijian Lu
X. Li
Lidong Bing
LRM
VLM
181
5
0
25 Nov 2025
VADE: Variance-Aware Dynamic Sampling via Online Sample-Level Difficulty Estimation for Multimodal RL
Zengjie Hu
Jiantao Qiu
Tianyi Bai
Haojin Yang
Binhang Yuan
Qi Jing
Conghui He
Wentao Zhang
OffRL
226
0
0
24 Nov 2025
OpenMMReasoner: Pushing the Frontiers for Multimodal Reasoning with an Open and General Recipe
Kaichen Zhang
Keming Wu
Zuhao Yang
Kairui Hu
Bin Wang
Ziwei Liu
X. Li
Lidong Bing
Lidong Bing
OffRL
ReLM
LRM
VLM
236
3
0
20 Nov 2025
Scaling Language-Centric Omnimodal Representation Learning
Chenghao Xiao
Hou Pong Chan
Hao Zhang
Weiwen Xu
Mahani Aljunied
Yu Rong
139
0
0
13 Oct 2025
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