Diffusion Model Fine-Tuning

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19 papers in the last four weeks, against 2 the four weeks before. 0.2% of all new papers.

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  1. NuclearDiffusion: Text-to-Image Foundation Models for Learning Nuclear Energy Concepts

    Aug 1, 2026Mohammed I. Radaideh, Jeremy Moon, Andre Gala-Garza +3Domain AdaptationDiffusion Model Fine-Tuning

    Department of Mechanical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA · Michigan Institute for Computational Discovery and Engineering (MICDE), University of Michigan, Ann Arbor, Michigan 48109, USA · Department of Electrical Engineering and Computer Science, University of Michigan, Ann Arbor, Michigan 48109, USA +1

  2. CopyCat: Improving Fine-Grained Subject Consistency in Subject-to-Image Models within Seconds

    Aug 1, 2026Peng Zheng, Ruiqi Liu, Rui Ma +1Diffusion TransformerSubject-Driven Image Generation

    School of Artificial Intelligence, Jilin University · 2Shanghai Innovation Institute · 4Engineering Research Center of Knowledge-Driven Human-Machine Intelligence, MOE, China +1

  3. DiffusionGemma Technical Report

    Jul 31, 2026DiffusionGemma Team, Adrien Ali Taïga, James Assiene +41Blockwise Diffusion Language ModelsDiffusion Model Fine-Tuning

  4. ScaleResfusion: Residual Rectified Flow based on Residual Vector Field

    Jul 28, 2026Zhenning Shi, Chen Xu, Junhao Zhang +4Diffusion Models for Image RestorationRectified Flow

    College of Computer Science, Nankai University, Tianjin, China · Faculty of Information Science and Computing, University of Macau, Macau, China · CSIRO Data61, Australia +1

  5. PreDiff-LM: Pretrained Discrete Masked Diffusion Language Modeling with Hybrid Attention

    Jul 28, 2026Zhengtao Yao, Runhao Li, Xupeng Chen +12Masked Diffusion ModelsAttention Control in Diffusion Models

    University of Southern California · New York University · Columbia University +4

  6. Source-Prior-Driven Selective Adaptation for Efficient Diffusion Model Finetuning

    Jul 23, 2026Yi Xiong, Yuan-Yuan Cheng, Xiao-Ming FuFine-TuningDiffusion Model Fine-Tuning

    University of Science and Technology of China, China

  7. MegaSlide-DiT: Memory-Centric Adaptation and Deformable Local Attention for Efficient Video Diffusion

    Jul 17, 2026Jiacheng Liu, Jason LiuVideo Diffusion ModelsDiffusion Transformer

    Trendinsight Lab / UC San Diego

  8. MagicPrompt: Ultra-Lightweight Prompt Tuning for Video Generation

    Jul 16, 2026Yinhan Zhang, Dinwei Tan, Xianghao Kong +3Video Diffusion ModelsDiffusion Model Fine-Tuning

    HKUST · Tencent · HKUST(GZ)

  9. A Continuous-Time Reinforcement Learning Framework for Fine-Tuning Discrete Diffusion Models

    Jul 16, 2026Zikun Zhang, Jiayuan Sheng, David D. Yao +1Masked Diffusion ModelsRL for Language Model Reasoning

    Department of Industrial Engineering and Operations Research, Columbia University, New York, NY 10027

  10. Integration Matters: Rollout-Based Training for Constrained Diffusion Models

    Jul 15, 2026Xiaoxuan Liang, Saeid Naderiparizi, Berend Zwartsenberg +1Constrained Generative ModelingDiffusion Sampling

    University of British Columbia · Inverted AI · Alberta Machine Intelligence Institute

  11. Improving Medical Image Generative Models with Fréchet Distance Loss

    Jul 14, 2026Andrew Marshall, Xuanang Xu, Xiaoran Zhang +3Synthetic Data AugmentationDistribution Matching

    Department of Biomedical Engineering, Yale University · Department of Radiology & Biomedical Imaging, Yale University · Department of Electrical Engineering, Yale University

  12. Steering Diffusion Models via Class-Contrastive Influence for Few-Shot Medical Classification

    Jul 14, 2026Jeeyung Kim, Erfan Esmaeili, Qiang QiuSynthetic Data AugmentationDiffusion Model Fine-Tuning

    Purdue University, West Lafayette, USA

  13. Probing Diffusion Denoising Dynamics for Contrastive Representation Learning

    Jul 10, 2026Yasong Dai, Zeeshan Hayder, David Ahmedt-Aristizabal +1Contrastive LearningDiffusion Model Fine-Tuning

    Australian National University · CSIRO Data61 · Amazon

  14. TILDE: TILt-based Distributional Erasure for Concept Unlearning

    Jul 7, 2026Naveen George, Naoki Murata, Yuhta Takida +2Diffusion Model Fine-TuningDiffusion Model Unlearning

    Indian Institute of Technology Hyderabad · Sony AI · Sony AI & Sony Group Corporation

  15. FourTune: Towards Fully 4-Bit Efficient Post-Training for Diffusion Models

    Jul 7, 2026Bowen Xue, Zihan Min, Xingyang Li +8Diffusion Model QuantizationQuantization-Aware Training

    Nunchux AI · MIT · Stanford +2

  16. LILAC: Layer-Wise Independent LoRAs and Cascaded Conditioning for Multi-Concept Customization of Diffusion Models

    Jul 6, 2026Marian Lupascu, Sebastian Ripa, Mihai Trascau +2Subject-Driven Image GenerationCompositional Image Generation

    Adobe Research, Romania · International Computer High School of Bucharest, Romania

  17. DELTA-TTS: Adapting Autoregressive Model into Diffusion Language Model for Text-to-Speech

    Jul 5, 2026Junwon Moon, Seungbeom Kim, Yejin Lee +4TTS SynthesisDiffusion Model Fine-Tuning

    1Sungkyunkwan University · University of Seoul

  18. Self-Improving Diffusion Classifiers with Minority Preference Optimization

    Jul 4, 2026Hyunsoo Kim, Jungmyung Wi, Soobin Um +2Diffusion Model AlignmentLong-Tailed Classification

    1Korea University · 2Kook Min University · 3Kyung Hee University

  19. On the Design Space of Discrete Diffusion Online Adaptation for Molecular Optimization

    Jul 3, 2026Trevor Chen, Ariel Dai, Jason Yang +8Molecular OptimizationDiffusion Model Fine-Tuning

    1Caltech · ETH Zurich · ETH AI Center +1

  20. Optimizing Visual Generative Models via Distribution-wise Rewards

    Jul 2, 2026Ruihang Li, Mengde Xu, Shuyang Gu +4Diffusion Model Fine-TuningRL for Image Generation

    University of Science and Technology of China · Shanghai Innovation Institute · Hunyuan Frontier Lab, Tencent +1

  21. PAPA: Online Personalized Active Preference Alignment

    Jul 1, 2026Anindya Sarkar, Nasik Muhammad Nafi, Isaac Lyngaas +2Diffusion Model AlignmentDiffusion Model Fine-Tuning

    Washington University in St. Louis · Oak Ridge National Laboratory

  22. SLIM-RL: Risk-Budgeted Random-Masking RL for Diffusion LLMs Without Trajectory Slicing

    Jun 30, 2026Ruikang Zhao, Zhenting Wang, Han Gao +1Reinforcement LearningRL for Language Model Reasoning

    Technical University of Denmark · MBZUAI Institute of Foundation Models · Iowa State University +1

  23. Diffusion Fine-tuning with Rewarded Moment Matching Distillation

    Jun 29, 2026Alexis Jacq, Guillaume Couairon, Valentin De Bortoli +3Diffusion Model DistillationDiffusion Model Fine-Tuning

    1Google DeepMind

  24. SIFT: Self-Imagination Fine-Tuning for Physically Plausible Motion in Video Diffusion Models

    Jun 26, 2026Ruoyu Wang, Jialun Liu, Huayang Huang +5Physical Consistency in Video GenerationVideo Diffusion Models

    School of Computer Science, Wuhan University · Institute of Artificial Intelligence, China Telecom (TeleAI) · School of Artificial Intelligence, Wuhan University

  25. When Top-1 Fails: Calibrating LoRA Monitors for Masked Diffusion LMs

    Jun 23, 2026Lucky Verma, Pratik YadavDiffusion Model Fine-TuningDiffusion Language Models

    Independent Researcher · University of Maryland, Baltimore County

  26. Keep The Essentials: Efficient Reference Conditioned Generation via Token Dropping

    Jun 22, 2026Rishubh Parihar, Ayush Raina, R. Venkatesh Babu +1Conditional Image GenerationDiffusion Model Fine-Tuning

    1IISc Bangalore · 2Tel Aviv University

  27. Self-Generated Error Training for Token Editing in Diffusion Language Models

    Jun 15, 2026Lin YaoLLM Self-CorrectionDiffusion Model Fine-Tuning

    School of Computer Science, Shanghai Jiao Tong University, Shanghai, 200240, China · Zhongguancun Academy, Beijing, 100097, China

  28. Multi-Turn Reflective Masking Elicits Reasoning in Mask Diffusion Models

    Jun 15, 2026Yanming Zhang, Yihan Bian, Jingyuan Qi +3Masked Diffusion ModelsDiffusion Model Fine-Tuning

    University of Maryland · Virginia Tech · Intuit +2

  29. Prompt2Effect: Training-Free Image-to-Video Model Specialization via LoRA Generation

    Jun 11, 2026Xiaomeng Yang, Yanyu Li, Gordon Guocheng Qian +7Image-to-Video GenerationVideo Diffusion Models

    1Northeastern University, 2Snap Inc.

  30. A2D2: Fine-Tuning Any-Length Discrete Diffusion for Adaptive Decoding

    Jun 11, 2026Sophia Tang, Yuchen Zhu, Molei Tao +1Diffusion Model Fine-TuningDiffusion Language Model Decoding

    Department of Computer and Information Science, University of Pennsylvania · School of Mathematics, Georgia Institute of Technology · Department of Bioengineering, University of Pennsylvania