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2507.20766
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Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback
28 July 2025
Yang Chen
Yufan Shen
Wenxuan Huang
S. K. Zhou
Qunshu Lin
Xinyu Cai
Zhi Yu
Jiajun Bu
Ding Wang
Yu Qiao
OffRL
LRM
Re-assign community
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Papers citing
"Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback"
7 / 7 papers shown
SAIL-RL: Guiding MLLMs in When and How to Think via Dual-Reward RL Tuning
Fangxun Shu
Yongjie Ye
Yue Liao
Zijian Kang
Weijie Yin
Jiacong Wang
Xiao Liang
Shuicheng Yan
Chao Feng
OffRL
ReLM
LRM
237
1
0
04 Nov 2025
VinciCoder: Unifying Multimodal Code Generation via Coarse-to-fine Visual Reinforcement Learning
Xuanle Zhao
Deyang Jiang
Zhixiong Zeng
Lei Chen
Haibo Qiu
Jing Huang
Yufeng Zhong
Liming Zheng
Yilin Cao
Lin Ma
145
2
0
01 Nov 2025
Directional Reasoning Injection for Fine-Tuning MLLMs
Chao Huang
Zeliang Zhang
Jiang Liu
Ximeng Sun
Jialian Wu
X. Yu
Ze Wang
Chenliang Xu
Emad Barsoum
Zicheng Liu
MoMe
LRM
197
1
0
16 Oct 2025
SAIL-VL2 Technical Report
Weijie Yin
Yongjie Ye
Fangxun Shu
Yue Liao
Zijian Kang
...
Han Wang
Wenzhuo Liu
Xiao Liang
Shuicheng Yan
Chao Feng
LRM
VLM
296
4
0
17 Sep 2025
Reinforced Visual Perception with Tools
Zetong Zhou
Dongping Chen
Zixian Ma
Zhihan Hu
Mingyang Fu
Sinan Wang
Yao Wan
Zhou Zhao
Ranjay Krishna
OffRL
VLM
LRM
155
11
0
01 Sep 2025
Breaking the SFT Plateau: Multimodal Structured Reinforcement Learning for Chart-to-Code Generation
Lei Chen
Xuanle Zhao
Zhixiong Zeng
Jing Huang
Liming Zheng
Yufeng Zhong
Lin Ma
ReLM
LRM
105
5
0
19 Aug 2025
Patho-AgenticRAG: Towards Multimodal Agentic Retrieval-Augmented Generation for Pathology VLMs via Reinforcement Learning
Wenchuan Zhang
Jingru Guo
Hengzhe Zhang
Penghao Zhang
Jie Chen
Shuwan Zhang
Zhang Zhang
Yuhao Yi
Hong Bu
236
6
0
04 Aug 2025
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