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2505.14677
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Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning
20 May 2025
Jiaer Xia
Yuhang Zang
Peng Gao
Shouqing Yang
Kaiyang Zhou
OffRL
ReLM
AI4TS
VLM
LRM
Re-assign community
ArXiv (abs)
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HuggingFace (15 upvotes)
Github (40★)
Papers citing
"Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning"
32 / 32 papers shown
Reinforcement Learning for Large Model: A Survey
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Deliang Fu
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Limin Wang
AI4TS
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258
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Be My Eyes: Extending Large Language Models to New Modalities Through Multi-Agent Collaboration
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Sheng Zhang
Qianchu Liu
Guanghui Qin
Tinghui Zhu
Tristan Naumann
Muhao Chen
Hoifung Poon
VLM
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154
0
0
24 Nov 2025
Syn-GRPO: Self-Evolving Data Synthesis for MLLM Perception Reasoning
Qihan Huang
H. Zhang
Rong Wei
Yi Wang
Rui Tang
Mingli Song
Jie Song
143
0
0
24 Nov 2025
Perceptual-Evidence Anchored Reinforced Learning for Multimodal Reasoning
Chi Zhang
Haibo Qiu
Qiming Zhang
Y. Xu
Zhixiong Zeng
Siqi Yang
Peng Shi
Lin Ma
Jing Zhang
OffRL
ReLM
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252
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0
23 Nov 2025
Learning to Think Fast and Slow for Visual Language Models
Chenyu Lin
Cheng Chi
Jinlin Wu
Sharon Li
Kaiyang Zhou
ReLM
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226
0
0
20 Nov 2025
VisPlay: Self-Evolving Vision-Language Models from Images
Yicheng He
Chengsong Huang
Zongxia Li
Jiaxin Huang
Yonghui Yang
OffRL
LRM
VLM
403
7
0
19 Nov 2025
SpatialThinker: Reinforcing 3D Reasoning in Multimodal LLMs via Spatial Rewards
Hunar Batra
Haoqin Tu
Hardy Chen
Yuanze Lin
Cihang Xie
Ronald Clark
OffRL
ReLM
LRM
376
0
0
10 Nov 2025
Visual Attention Reasoning via Hierarchical Search and Self-Verification
Wei Cai
Jian Zhao
Yuchen Yuan
T. Zhang
Ming Zhu
Haichuan Tang
Chi Zhang
OffRL
LRM
200
0
0
21 Oct 2025
Proactive Reasoning-with-Retrieval Framework for Medical Multimodal Large Language Models
Lehan Wang
Yi Qin
Honglong Yang
Xiaomeng Li
LRM
164
1
0
21 Oct 2025
A Survey on Agentic Multimodal Large Language Models
Huanjin Yao
Ruifei Zhang
Jiaxing Huang
Jingyi Zhang
Yibo Wang
...
Ruolin Zhu
Yongcheng Jing
Shunyu Liu
Guanbin Li
Dacheng Tao
LM&Ro
AIFin
AI4TS
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AI4CE
250
6
0
13 Oct 2025
Spotlight on Token Perception for Multimodal Reinforcement Learning
Siyuan Huang
Xiaoye Qu
Yafu Li
Yun Luo
Zefeng He
Daizong Liu
Yu Cheng
OffRL
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135
2
0
10 Oct 2025
More Thought, Less Accuracy? On the Dual Nature of Reasoning in Vision-Language Models
Xinyu Tian
Shu Zou
Zhaoyuan Yang
Mengqi He
Fabian Waschkowski
Lukas Wesemann
Peter Tu
Jing Zhang
OffRL
LRM
247
5
0
30 Sep 2025
Latent Visual Reasoning
Bangzheng Li
Ximeng Sun
Jiang-Long Liu
Ze Wang
Jialian Wu
Xiaodong Yu
Hao Chen
Emad Barsoum
Muhao Chen
Zicheng Liu
LRM
VLM
203
5
0
29 Sep 2025
VTPerception-R1: Enhancing Multimodal Reasoning via Explicit Visual and Textual Perceptual Grounding
Yizhuo Ding
M. Ben-Chen
Zhibang Feng
Tong Xiao
Wanying Qu
Wenqi Shao
Yanwei Fu
LRM
VLM
127
0
0
29 Sep 2025
Perception Before Reasoning: Two-Stage Reinforcement Learning for Visual Reasoning in Vision-Language Models
Yan Chen
Long Li
Teng Xi
Long Zeng
Jingdong Wang
OffRL
ReLM
LRM
VLM
209
6
0
16 Sep 2025
Towards Secure and Explainable Smart Contract Generation with Security-Aware Group Relative Policy Optimization
Lei Yu
Jingyuan Zhang
Xin Wang
Jiajia Ma
Li Yang
Fengjun Zhang
ELM
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196
0
0
12 Sep 2025
Measuring Epistemic Humility in Multimodal Large Language Models
Bingkui Tong
Jiaer Xia
Sifeng Shang
Kaiyang Zhou
HILM
143
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11 Sep 2025
MMSearch-Plus: Benchmarking Provenance-Aware Search for Multimodal Browsing Agents
Xijia Tao
Yihua Teng
Xinxing Su
Xinyu Fu
Jihao Wu
Chaofan Tao
Ziru Liu
Haoli Bai
Rui Liu
Lingpeng Kong
VLM
LRM
166
0
0
29 Aug 2025
Self-Rewarding Vision-Language Model via Reasoning Decomposition
Zongxia Li
Wenhao Yu
Chengsong Huang
Rui Liu
Zhenwen Liang
...
Jingxi Che
Dian Yu
Jordan L. Boyd-Graber
Haitao Mi
Dong Yu
ReLM
VLM
LRM
149
42
0
27 Aug 2025
Uni-cot: Towards Unified Chain-of-Thought Reasoning Across Text and Vision
Luozheng Qin
Jia Gong
Yuqing Sun
Tianjiao Li
Mengping Yang
Xiaomeng Yang
Chao Qu
Zhiyu Tan
Hao Li
MLLM
LRM
228
0
0
07 Aug 2025
Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models
Linan Yue
Yichao Du
Yizhi Wang
W. Gao
Fangzhou Yao
...
Ye Liu
Ziyu Xu
Qi Liu
Shimin Di
Xiaoshi Zhong
LRM
216
16
0
04 Aug 2025
VL-Cogito: Progressive Curriculum Reinforcement Learning for Advanced Multimodal Reasoning
Ruifeng Yuan
Chenghao Xiao
Sicong Leng
Jianyu Wang
Long Li
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Deli Zhao
Qifeng Bai
Zhongyu Wei
H. Zhang
Yu Rong
OffRL
ReLM
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262
13
0
30 Jul 2025
Perception-Aware Policy Optimization for Multimodal Reasoning
Zhenhailong Wang
Xuehang Guo
Sofia Stoica
Haiyang Xu
Hongru Wang
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Xiusi Chen
Yangyi Chen
Ming Yan
Fei Huang
Mengyue Yang
OffRL
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423
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08 Jul 2025
Seed1.5-VL Technical Report
D. Guo
Faming Wu
Feida Zhu
Fuxing Leng
Guang Shi
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Kai Hua
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Kai Shen
Jianchao Tan
Ke Shen
MLLM
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230
172
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11 May 2025
Video-R1: Reinforcing Video Reasoning in MLLMs
Kaituo Feng
Kaixiong Gong
Yangqiu Song
Zonghao Guo
Yibing Wang
Tianshuo Peng
Jian Wu
Xiaoying Zhang
Benyou Wang
Xiangyu Yue
AI4TS
SyDa
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603
235
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27 Mar 2025
MMCR: Advancing Visual Language Model in Multimodal Multi-Turn Contextual Reasoning
Dawei Yan
Yangfu Li
Qing-Guo Chen
Weihua Luo
Peng Wang
Han Zhang
Chunhua Shen
VGen
VLM
LRM
223
5
0
24 Mar 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization
Jingyi Zhang
Jiaxing Huang
Huanjin Yao
Shunyu Liu
Xikun Zhang
Shijian Lu
Dacheng Tao
LRM
425
209
0
17 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Hao Wu
Bohan Jia
Zijie Zhai
Shaosheng Cao
Zheyu Ye
Fei Zhao
Zhe Xu
Yao Hu
Shaohui Lin
MU
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LRM
MLLM
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600
361
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09 Mar 2025
Qwen2.5-VL Technical Report
S. Bai
Keqin Chen
Xuejing Liu
Jialin Wang
Wenbin Ge
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Zesen Cheng
Hang Zhang
Zhibo Yang
Haiyang Xu
Junyang Lin
VLM
725
2,990
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20 Feb 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training
Tianzhe Chu
Yuexiang Zhai
Jihan Yang
Shengbang Tong
Saining Xie
Dale Schuurmans
Quoc V. Le
Sergey Levine
Yi-An Ma
OffRL
693
419
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28 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
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Dejian Yang
Haowei Zhang
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S. Yu
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S.S. Li
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