Diffusion Models

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Period ending 2026-09-14

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Period ending 2026-09-07

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  1. From Local Mismatch to Global Impact: Optimizing Cache Reuse Policy for Efficient Diffusion

    Aug 13, 2026Xichen Ye, Yifan Wu, Zhikang Xie +3Diffusion ModelsDenoising Trajectory

  2. Semantic Steering for Controllable Generation: Tuning-Free Concept Erasure in Multimodal Diffusion Transformers

    Aug 13, 2026Qiao Li, Xiaomeng Fu, Yuanshu Zhao +3Diffusion TransformersConcept Erasure

  3. Scaling Automatic Research Agents via World Models

    Aug 12, 2026Xiyuan Yang, Sheikh Sarwar, Jingru Cheng +8Agent ResearchWorld Models and Dynamics

  4. XYZFlow:Scaling Multi dimensional Shortcut Flows for Efficient Generative Modeling

    Aug 12, 2026Jinxiu Liu, Xuanming Liu, Kangfu Mei +2Generative Flow NetworksDiffusion Models

  5. Robustness of AI-Art Detectors under Generator Shift

    Aug 12, 2026Shivank Singh Thakur, Meien Li, Mark StampAi-Generated Image DetectionGenerative Artificial Intelligence

  6. Through Van Gogh's Eyes: Global Style Transfer with Diffusion Model

    Aug 12, 2026Jeongha Lee, Yujin Kim, Ghazanfar Ali +2Photorealistic Style TransferText-To-Image Diffusion Models

  7. Probing and steering biology across Boltz-1s trunk-diffusion boundary

    Aug 11, 2026Piotr Jedryszek, Tongmeng Xie, Adam Winnifrith +5ProteinFeature Alignment

  8. NullEdit: Stealthy Image Protection via VLM Condition Redirection

    Aug 11, 2026Weiyao Huang, Liqin Wang, Ziqi Sheng +1Image EditingText-To-Image Diffusion Models

  9. Grid-Preserving Knowledge Distillation: Transferring Convolutional Inductive Bias to Vision Transformers under Data Scarcity

    Aug 11, 2026Junyong Choi, Cheolhyeon Park, Jaehoon ChoHeterogeneous Knowledge DistillationVision Transformer

  10. Simplex Relaxation for Discrete Diffusion

    Aug 11, 2026Jinya Sakurai, Patrick Pynadath, Satoshi Hayakawa +4Diffusion ModelsData Augmentation

  11. Bridging Event Streams and DiT: Event-Guided Video Frame Interpolation

    Aug 11, 2026Guixu Lin, Yuyang Yu, Xiang Ji +6Video Diffusion ModelsKeyframe

  12. Continuous Interaction Diffusion: A Diffusion-Native Runtime for Asynchronous Tool-Augmented Reasoning

    Aug 11, 2026Yuhang CaoDiffusion Language ModelsDiffusion Models

  13. DynaPPI: A Large-scale Dynamic Protein Dataset for AI-driven Advances in Protein Interactomics

    Aug 11, 2026Jiabao Wei, Zilong Geng, Yuze Wang +5ProteinMolecular Dynamics

  14. Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique

    Aug 11, 2026Sanidhya Vijayvargiya, Rahul LokeshHallucination DetectionLarge Language Model Uncertainty

  15. Diffuse the object, keep its label: curating detector training data from a few unlabeled photographs via VLM-built 3D vegetation scenes

    Aug 10, 2026Mario Malizia, Marnix Enting, Rob Haelterman +1Pseudo-Labeling3D Scenes

  16. You Only Flow Once: Calibrated and Real-Time Radar Pose Estimation with Multi-Hypothesis Normalizing Flows

    Aug 10, 2026Jonas Leo Mueller, Sebastian Hoefler, Dario Zanca +3Light Detection And Ranging Point CloudsNormalizing Flows

  17. DocPure: Prompt-Free Unified Document Restoration via Degradation-Aware Structure-Guided Wavelet Modulation

    Aug 10, 2026Lingming Su, Wanglong Lu, Tao Wang +4Image RestorationAction Denoising

  18. DiffSafeMerge: Mitigating Backdoor Inheritance in Diffusion Model Merging

    Aug 10, 2026Jiayang Zhang, Ji Guo, Jiachen Li +2Diffusion ModelsDenoiser

  19. Unveiling the Secret of AdaLN-Zero in Diffusion Transformer

    Aug 10, 2026Jie Zhu, Mingyu Ding, Boqiang Duan +2Diffusion TransformersDataset Distillation

  20. Reducing Pretraining-Generation Mismatch in Diffusion Language Models

    Aug 10, 2026Xiaocheng Lu, Huabin Liu, Song Guo +1Diffusion Language ModelsPocket-Conditioned Diffusion

  21. MeanSR: Restoration Trajectory Learning for One-Step Perceptual Super-Resolution

    Aug 10, 2026Axi Niu, Jiawei Kou, Kang Zhang +3Real-World Image Super-ResolutionDenoiser

  22. DAVE: A Decoupled Audio-Visual Enhancement Framework for Real-World Speech Separation

    Aug 10, 2026Wei Zhou, Wanyi Ning, Yinshang Guo +3Speech EnhancementSpeech Separation

  23. UniDFKD: A Unified Semantic Prior Framework for Architecture-Agnostic Data-Free Knowledge Distillation

    Aug 10, 2026Xuewan He, Tong Chu, Zihan Cheng +5Heterogeneous Knowledge DistillationDiffusion Transformers

  24. In-Loop Model Adaptation with Coupled Latent-Noise Guidance for High-Fidelity Subject-Driven Text-to-Image Generation

    Aug 10, 2026Yushun Tang, Weiming Chen, Siyi Liu +3Text-To-Image Diffusion ModelsText-To-Image

  25. BAG: Budget-Aware Gating for Diffusion Caching

    Aug 10, 2026Tong Zhao, Mingkun Lei, Yucheng Han +1Diffusion TransformersCache

  26. When Latents Forget Pixels: Restoring Fidelity in Diffusion Transformer Super-Resolution

    Aug 10, 2026Yu Shi, Yuyao Zhang, Yu-wing TaiReal-World Image Super-ResolutionDiffusion Transformers

  27. DeepFreqMark: End-To-End Learnable Frequency-Domain Watermarking with Spherical Attack Simulation for Latent Diffusion Models

    Aug 10, 2026Chen-Hsiu Huang, Mario Köppen, Ja-Ling WuWatermarkingLatent Diffusion Model

  28. Full-bandwidth transformer

    Aug 9, 2026Xi Wang, Ziyang Cai, Zheng Zhan +5Autoregressive TransformersDiffusion Transformers

  29. A Mean-Field Framework for Inference-Time Distributional Control of Diffusion Models

    Aug 9, 2026Samuel Howard, Nikolas NüskenDiffusion SamplingInference-Time Control

  30. IDATA: Scalable Invertible Diffusion for Unrestricted Adversarial Transfer Attack

    Aug 9, 2026Yi Pan, Jun-Jie Huang, Tianrui Liu +3Diffusion ModelsPerceptual Quality

  31. FiRe: Fixed-Noise Refinement for Visual Counterfactual Explanations

    Aug 9, 2026Yan Zeng, Changlu Guo, Oskar Kristoffersen +3Counterfactual ExplanationDenoising Trajectory

  32. SDDBMs: Soft Denoising Diffusion Bridge Models

    Aug 9, 2026Shiyi Qi, Kun He, Mingmou LiuDenoising Diffusion Probabilistic ModelSchrödinger Bridges

  33. SC-Diff: Semantically Calibrated Diffusion for Visible-to-Infrared Image Translation

    Aug 9, 2026Junyin Zhang, Siyu Huang, Jianxiong Ye +4Image-To-Image TranslationLatent Diffusion Model

  34. eBIRD: Event-based Intensity Image Reconstruction Using Controllable Diffusion Models

    Aug 9, 2026Ignacio Bugueno-Cordova, Fabian Valderrama, Rodrigo VerschaeImage ReconstructionDiffusion Models

  35. Rethinking Learning-Based Influence Maximization: Simple Neural Surrogates and Native Discrete Search

    Aug 9, 2026Yiqiao Liao, Parinaz NaghizadehEfficient Influence FunctionGraph Learning

  36. A continually expandable foundation model for brain MRI

    Aug 8, 2026Michail Mamalakis, Carmen Jimenez-Mesa, Yonghao Li +8Brain Magnetic Resonance ImagingBrain

  37. VIOLET: High-Fidelity Violin Synthesis with Techniques and Dynamics

    Aug 8, 2026Baotong Tian, Cynthia Lu, Vincent K. M. Cheung +3Singing Voice ConversionSynthesis

  38. Leveraging generative models to assist Monte Carlo sampling

    Aug 7, 2026Marylou GabriéMonte Carlo SamplingGenerative Models

  39. DynaCrys: Crystal Generation with Dynamic Space-Group Diffusion

    Aug 7, 2026Zhuotao Jin, Xiaoyun Wang, Nicholas Brawand +5Crystal Structure PredictionCrystal

  40. Representation-driven Endoscopic Visual Embedding Alignment for Latent Generation

    Aug 7, 2026Francisco Caetano, Tim J. M. Jaspers, Haiko Middeljans +7Medical Image GenerationWireless Foundation Models

  41. Fluid-DiT: Graph-Free Diffusion Transformers for Fluid Flow Simulations Learning

    Aug 7, 2026Shentong Mo, Guolin KeFluid DynamicsDiffusion Transformers

  42. Structural Guidance for Unified Joint Demosaicing and Denoising

    Aug 7, 2026Qixin Zheng, Ping Chen, Qiangqiang Shen +1Image RestorationRestoration

  43. HRDiT: Training-Free High-Resolution Image Generation with Off-the-Shelf Diffusion Transformer Models

    Aug 7, 2026Yu Xue, Haoxuan Qu, Zhuoling Li +5Diffusion Transformers

  44. ControlRef: Efficient Layout-Guided Multi-Instance Generation via Anchored 4D-RoPE

    Aug 7, 2026Yunkai Yang, Yudong Zhang, Xinying Chen +7Diffusion TransformersUnified Generative Framework

  45. Bend the Basics: Degradation-Aware Deformable Tokenization for All-in-One Image Restoration

    Aug 7, 2026Zihao He, Yunfeng Wu, Xinchao Wang +1Image RestorationDegradation

  46. PAST: Prompt-Adaptive Sampling Termination for Efficient Diffusion Model

    Aug 7, 2026Renye Yan, Jikang Cheng, You Wu +4Diffusion ModelsReward Gradients

  47. Explore or Converge? Stage-Guided Per-Step Optimization for Diffusion Models

    Aug 7, 2026Renye Yan, Jikang Cheng, You Wu +4Diffusion ModelsPreference Alignment

  48. Wan-Animate-2: Pushing the Application Boundaries of Character Animation

    Aug 6, 2026Guangyuan Wang, Li Hu, Dechao Meng +11AnimationMotion Model

  49. Diff-VF: Training-free High-quality Long Video Generation via Diffusion Model

    Aug 6, 2026Haoning Yang, Xinyuan Chen, Yaohui Wang +1Video Diffusion ModelsCinematic Video Generation

  50. MAVISEG: Manifold Propagation and Visual Prototypes for Zero-Shot Open-Vocabulary Segmentation in Diffusion Transformers

    Aug 6, 2026Rajatsubhra Chakraborty, Xujun Che, Ritabrata Chakraborty +2Diffusion TransformersSelf-Supervised Vision Transformers

  51. Controllable Clothing: Precise Labels and Generation for Virtual Try-On with Latent Diffusion Models

    Aug 6, 2026Max Rehman LinderVirtual Try-OnGarments

  52. Ordered Diffusion for 3D Human Registration

    Aug 6, 2026Mattia Masiero, Ilya A. Petrov, Daniel Cremers +23D Latent Diffusion ModelPoint Clouds

  53. A Foundational EDM2-Based Generative Model for High-Resolution Synthetic Fetal Ultrasound Imaging from Open Datasets

    Aug 5, 2026Harvey Mannering, Yilin Zhang, Ziao Liu +3Prenatal UltrasoundMedical Image Generation

  54. MOSAIK: Multi-Patch Content-Aware Spatial Allocation of Image Tokens for Efficient Generation

    Aug 5, 2026Mohammadreza Hami, Mohammadreza Samadi, Chao Gao +1DenoiserPixelloop

  55. Diff2Mix: Controllable Music Mixing via Diffusion Models and Differentiable Audio Effects

    Aug 5, 2026Yisu Zong, Jinjie Shi, Joshua ReissMixAudio Generation and Processing

  56. Learning When to Stop: Prefix-Optimal Dynamic Diffusion Policies for Continuous Control

    Aug 5, 2026Rohit Kumar Salla, Manoj Saravanan, Simon StepputtisDiffusion PoliciesEarly Stopping

  57. Enhancing Low Back Pain Assessment with Diffusion Models for Lumbar Spine MRI Segmentation

    Aug 5, 2026Maria Monzon, Thomas Iff, Ender Konukoglu +1Cervical SpineDiffusion Models

  58. Visual Representation Matters: Exploiting Temporal Differences in Video-to-Audio Generation

    Aug 5, 2026Zehua Chen, Junyou Wang, Yuxuan Jiang +5Joint Audio-Video GenerationDiffusion Models

  59. STEP-OPD: Rethinking Output Targets and Internal Dynamics in On-Policy Distillation for Diffusion Models

    Aug 5, 2026Qingyan Wei, Guangzhao Li, Xiaobing Tu +5On-Policy DistillationRp-Opsd

  60. In-Context Forcing: Uncovering Context Effects in Autoregressive Video Diffusion

    Aug 5, 2026Lingxiao Yang, Liu Liu, Moran Li +4Video Diffusion ModelsAction Denoising