RL for Image Editing

RL: Reinforcement Learning

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3 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. Scalable Minimal-Change Learning for Controllable Image Editing

    Oct 5, 2026Shuo Chen, Fengming Huang, Yu Yao +2Text-Guided Image EditingImage Editing

    Sydney AI Centre, The University of Sydney

  2. CrossTimeEdit: A Decade-Spanning Cross-View Dataset and Reward-Guided Editing for Historical Street-View Generation

    Sep 29, 2026Hanwen Lu, Jun He, Mingjia Yang +4Conditional Image GenerationDiffusion-Based Image Editing

    Sun Yat-sen University

  3. Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning

    Sep 28, 2026Yijia Fan, Ziqi Huang, Zhongang Cai +5Unified Multimodal ModelsImage Generation

    Nanyang Technological University · Shanghai Jiao Tong University · The University of Tokyo

  4. KwaiMind Technical Report

    Sep 22, 2026Boheng Zhang, Fan Yang, Jia Sun +14Image Editing EvaluationDiffusion-Based Image Editing

    KwaiMind Team, Kuaishou Group

  5. Element-Aware Group Learning for E-Commerce Image Generation

    Aug 1, 2026Jingtong Chen, Jiahui Wang, Xue Zhao +2Group Relative Policy OptimizationImage Generation

  6. Evaluation-Verification Reward for Consistent Multi-Reference Image Editing

    Jul 31, 2026Yingmao Miao, Pengfei Zhang, Xiaochen Lv +5Image Editing EvaluationMultimodal Reward Modeling

    Xi’an Jiaotong University · DreamX Team, Alibaba Group · Shanghai Jiaotong University

  7. Qwen-Image-2.0-RL Technical Report

    Jun 25, 2026Yixian Xu, Kaiyuan Gao, Yuxiang Chen +25Reward ModelingRL for Diffusion Models

    Equal contribution. · Corresponding author.

  8. SpatialFlow-GRPO: Where Spatial Credit Drives Image Editing

    Jun 25, 2026Yankai Yang, Yancheng Long, Wei Chen +7Reward ModelingGroup Relative Policy Optimization

    Harbin Institute of Technology, Shenzhen · Kuaishou Technology

  9. ProductConsistency: Improving Product Identity Preservation in Instruction-Based Image Editing via SFT and RL

    Jun 17, 2026Mukund Khanna, Raj Singh Yadav, Kunal SinghImage Editing EvaluationText-Guided Image Editing

    Fractal Analytics

  10. IEA: Amateur-Friendly Conversational Image Editing Agent via Three Stages of Multitask Alignment

    Jun 6, 2026Zichen Zhu, Yuheng Sun, Mingxuan Zhu +11Text-Guided Image EditingTool-Using Vision-Language Agents

    X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University · Huawei Technologies Ltd. · Shanghai Innovation Institution +1

  11. Edit-R2: Context-Aware Reinforcement Learning for Multi-Turn Image Editing

    Jun 4, 2026Yuxiao Ye, Haoran He, Fangyuan Kong +4Reinforcement LearningImage Editing Evaluation

    Hong Kong University of Science and Technology · Kuaishou Technology

  12. MT-EditFlow: Reinforcement Learning for Multi-Turn Image Editing with Flow Matching

    Jun 1, 2026Jiahui Huang, Yasi Zhang, Tianyu Chen +6Multimodal Reward ModelingRL for Generative Models

    Apple · University of California, Los Angeles · University of Texas at Austin +1

  13. Edit-GRPO: A Locality-Preserving Policy Optimization Framework for Image Editing

    May 16, 2026Shaodong Xu, Zexian Li, Zhendong Wang +5Group Relative Policy OptimizationPolicy Optimization

    Alibaba Group

  14. From Plans to Pixels: Learning to Plan and Orchestrate for Open-Ended Image Editing

    May 14, 2026Anirudh Sundara Rajan, Krishna Kumar Singh, Yong Jae LeeText-Guided Image EditingTool-Using Vision-Language Agents

    University of Wisconsin–Madison, WI, USA · Adobe Research, San Jose, CA, USA

  15. From Synthetic to Real: Toward Identity-Consistent Makeup Transfer with Synthetic and Real Data

    May 8, 2026Yue Yu, Jiayu Wang, Jiajia Shi +2Synthetic-to-Real Domain AdaptationImage-to-Image Translation

    College of Computer Science and Artificial Intelligence, Fudan University, Shanghai 200433, China · Institute of Trustworthy Embodied AI, Fudan University, Shanghai 200433, China

  16. Leveraging Verifier-Based Reinforcement Learning in Image Editing

    Apr 30, 2026Hanzhong Guo, Jie Wu, Jie Liu +6Reward ModelingReinforcement Learning

    School of Computing and Data Science, The University of Hong Kong · ByteDance Seed · CUHK +1

  17. DDA-Thinker: Decoupled Dual-Atomic Reinforcement Learning for Reasoning-Driven Image Editing

    Apr 28, 2026Hanqing Yang, Qiang Zhou, Yongchao Du +6Reinforcement LearningText-Guided Image Editing

    Alibaba Group · Zhejiang University

  18. HP-Edit: A Human-Preference Post-Training Framework for Image Editing

    Apr 21, 2026Fan Li, Chonghuinan Wang, Lina Lei +9Diffusion Model AlignmentImage Editing Evaluation

    Huawei Noah’s Ark Lab · Nankai University · Harbin Institute of Technology

  19. Region-Constrained Group Relative Policy Optimization for Flow-Based Image Editing

    Apr 10, 2026Zhuohan Ouyang, Zhe Qian, Wenhuo Cui +1Text-Guided Image EditingGroup Relative Policy Optimization

    1South China Normal University · 2South China Agricultural University · 3Monash University

  20. Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editing

    Mar 3, 2026Jiyuan Wang, Chunyu Lin, Lei Sun +8Multi-View ConsistencyReinforcement Learning

    1BJTU, 2AMap Alibaba Group, 3NTU, 4CQUPT