Diffusion Priors

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7 papers in the last four weeks, up 40% on the four weeks before. 0.1% of all new papers.

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  1. GPARA: Graph-Posterior-Aligned Refinement and Active Acquisition for Grounding Diffusion Priors

    Sep 28, 2026Wangqian Chen, Hao Wang, Yumeng Zhang +3Diffusion PriorsDiffusion Sampling

    The Hong Kong University of Science and Technology · The Chinese University of Hong Kong, Shenzhen

  2. OREO: Fidelity Alignment in 3D Generation via On-the-fly Rendering-Editing Optimization

    Sep 24, 2026Zhiyuan Ma, Wenbo Hu, Wang Zhao +3Visual FidelityDiffusion Priors

    The Hong Kong Polytechnic University · Tencent ARC Lab

  3. Unsupervised Brain Anomaly Detection as a Bayesian Inverse Problem with Diffusion Prior

    Sep 21, 2026Hugues Roy, Reuben Dorent, Ninon BurgosGraph Anomaly DetectionDiffusion Priors

    Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière, F-75013, Paris, France

  4. Backward SDEs-based Diffusion for Physics-Constrained Generation

    Sep 14, 2026Zihao WangDiffusion PriorsBayesian Inverse Problems

  5. ReconPlusGen: Injecting Reconstruction Prior into Multi-view 3D Generation through Noise Inversion and Modulation

    Sep 11, 2026Jiarui Liu, Heng Li, Weiyu Li +7Diffusion PriorsMulti-View

    HKUST · LightIllusions · BYD +1

  6. Advanced Brain Tissue Imaging with Data-Consistent Diffusion Priors in Laminographic X-Ray Nanoimaging

    Sep 9, 2026Wenxuan Fang, Abraham L. Levitan, Ana Diaz +10ConnectomeMicroscopy

    Ecole Polytechnique F´ed´erale de Lausanne, Lausanne, Switzerland. · Paul Scherrer Institute, Villigen, Switzerland. · Sensory Circuits and Neurotechnology Lab, The Francis Crick Institute, 1 Midland Road, London, NW1 1AT, UK. +2

  7. GSComplete: Gaussian Splat Completion with 2D Diffusion Priors

    Sep 8, 2026Elias Brugger, Philipp Erler, Stefan Ohrhallinger +1Gaussian SplattingLarge-Scale 3D Editing Dataset

    1TU Wien, Austria · 2Adobe Research, United Kingdom

  8. Learning Informative Prior with Infinite-Dimensional Continuous Normalizing Flow for Bayesian Inverse Problem

    Sep 3, 2026Yang Zhao, Junxiong Jia, Tao ZhouBayesian Inverse ProblemsNormalizing Flows

    School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an 710049, China · Academy of Mathematics and Systems Sciences, Chinese Academy of Sciences, Beijing, 100190, China

  9. DualDiff3D: Dual Structure-Appearance Diffusion Priors for Reliability-Enhanced 3D Gaussian Splatting

    Sep 1, 2026Qian Wang, Yu Wang, Weiqi Li +4Recent 3D Gaussian Splatting3D Reconstruction

    School of Electronic and Computer Engineering, Peking University, Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media2026 Technology, Shenzhen, China

  10. Diffusion Based Unpaired Data Learning for Inverse Problems

    Sep 1, 2026Chenglong Bao, Yiming Dang, Chenguang Duan +2Bayesian Inverse ProblemsInverse Problem

    Yau Mathematical Sciences Center, Tsinghua University, Beijing, China · Department of Mathematical Sciences, Tsinghua University, Beijing, China · Institut für Geometrie und Praktische Mathematik, RWTH Aachen University, Aachen, Germany +2

  11. Toward a Foundation Plug-and-Play Prior for Computed Tomography Reconstruction via a Multimodal Diffusion Model

    Aug 24, 2026Haley Duba-Sullivan, Patxi Fernandez-Zelaia, Obaidullah Rahman +1Cone-Beam Computed TomographyDiffusion Priors

    Oak Ridge National Laboratory Oak Ridge, TN, USA

  12. A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors

    Aug 15, 2026Zhaoqiang Liu, Tongyao Pang, Ruibing Wang +1Diffusion PriorsBayesian Inverse Problems

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China · Yau Mathematical Sciences Center, Shuangqing Complex, Tsinghua University, Beijing 100084, China

  13. Noise-Free One-Step LoRA for Task-Driven Image Restoration with Diffusion Priors

    Jul 28, 2026Jaeha Kim, Kyoung Mu LeeImage RestorationDiffusion Priors

    Dept. of ECE & ASRI, Seoul National University, Seoul, Korea · IPAI, Seoul National University, Seoul, Korea

  14. SILICA: Repurposing Diffusion Priors for Joint Glass Segmentation and Depth Estimation

    Jul 27, 2026Tarun R, Anuj Verma, Laksh Nanwani +2Depth Estimation3D Perception

    Robotics Research Center (RRC), IIIT Hyderabad

  15. PriSAR: 3D Geometric-Prior-Guided Diffusion for Parameter-Controlled SAR Image Generation

    Jul 25, 2026Fan Zhang, Xuanting Wu, Fei Ma +2Diffusion PriorsSynthetic Aperture Radar

    College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China · 2Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, China

  16. Strong Gravitational Lensing Posterior Sampling in Pixel-Space Using Diffusion Models and Recurrent Inference Machines

    Jul 21, 2026Guillaume Payeur, Laurence Perreault-Levasseur, Gabriel Missael Barco +1Astronomical ImagesPosterior Sampling

    Department of Physics, Universit´e de Montr´eal, Montreal QC, Canada · 2Mila - Quebec AI Institute, Montreal QC, Canada · 3Ciela Institute, Institute for Astrophysics and Machine Learning, Montreal QC, Canada +3

  17. AniGS: Bridging Rendering and Diffusion Prior for 3D Scene Animation

    Jul 20, 2026Yen-Chi Cheng, Chen Gao, Chuhan Chen +8Scene ReconstructionNovel View Synthesis

    University of Illinois Urbana-Champaign, Champaign-Urbana, Illinois, USA · Meta · Waymo, Bellevue, Washington, USA +2

  18. Motion Planning with Model-Based Diffusion via Constraint Optimization and Adaptive Scheduling

    Jul 16, 2026Zhilin He, Bowei Li, Jianlin Dou +2Motion PlanningMulti-Robot Motion Planning

    Carnegie Mellon University · University of Pennsylvania

  19. Exact and Calibrated Diffusion Reconstruction for Digital Breast Tomosynthesis

    Jul 14, 2026Imade BouftiniCone-Beam Computed TomographyPositron Emission Tomography

  20. Joint Velocity Slope Diffusion Prior for Structurally Constrained Velocity Model Building

    Jul 6, 2026Francesco Brandolin, Tariq AlkhalifahVelocity FieldDiffusion Priors

    King Abdullah University of Science and Technology (KAUST) Thuwal, Kingdom of Saudi Arabia

  21. Piecewise Dynamic Diffusion Regularization for Reconstruction of Cardiac Cine MRI

    Jul 3, 2026Florian Fürnrohr, Reinhard HeckelCardiac Magnetic Resonance ImagingDiffusion Priors

    Technical University of Munich · Munich Center for Machine Learning (MCML)

  22. AVSR-Diff: Scale-Agnostic Diffusion Priors for Temporally Consistent Arbitrary-Scale Video Super-Resolution

    Jul 1, 2026Geunhyuk Youk, Jeonghyeok Do, Dayeon Kim +2Diffusion PriorsConditional Variational Autoencoder

    KAIST, Republic of Korea · CMLab, Chung-Ang University, Republic of Korea

  23. Diffusion-Based Material Regularization for Physics-Based Inverse Rendering

    Jun 30, 2026Jingwang Ling, Lifan Wu, Feng Xu +1Inverse RenderingDiffusion Priors

    University of Illinois Urbana-Champaign · NVIDIA · BNRist and School of Software, Tsinghua University

  24. Occlusion-Robust Multi-Object Decoupling for Physics-Based Robotic Interaction

    Jun 28, 2026Xin Dong, Lihan Zhang, Tianru Dai +23D ReconstructionDeformable Linear Objects

    1Pengcheng Laboratory · 2Shenzhen International Graduate School, Tsinghua University

  25. Monocular Avatar Reconstruction via Cascaded Diffusion Priors and UV-Space Differentiable Shading

    Jun 26, 2026Hong Li, Minqi Meng, Yanjun Liang +10Avatar ReconstructionDiffusion Priors

  26. An Analysis of Posterior Collapse, Parameterization and Initialization in Variational Deep Gaussian Processes

    Jun 24, 2026Francisco Javier Sáez-Maldonado, Juan Maroñas, Daniel Hernández-LobatoVariational InferenceVariational

    Department of Computer Science and Artificial Intelligence Universidad de Granada Granada, Spain · Department of Quantitative Methods CUNEF Universidad Madrid, Spain · Machine Learning Group at Universidad Autónoma de Madrid +1

  27. Deep Learning Approaches for 3D Medical Scene Completion: From Geometric Modeling to Generative Paradigms

    Jun 23, 2026Afifa Khaled, Said Jadid Abdulkadir, Majdy Mohamed Eltayeb Eltahir3D GaussianVoxel

    Department of Computing, Universiti Teknologi PETRONAS, Perak, Malaysia

  28. One-Shot Novel View and Pose Human Image Synthesis via 3D Prior Guided Diffusion Model

    Jun 18, 2026Shenjian Gong, Kangkan Wang, Shanshan Zhang +1Diffusion PriorsNovel View Synthesis

    PCA Lab, Key Lab of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, and Jiangsu Key Lab of Image and Video Understanding for Social Security, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, 210094 China

  29. Decoupled Latent Optimization of Diffusion Models for Full Waveform Inversion

    Jun 12, 2026Chen Min, Zheng MaDiffusion PriorsFull Waveform Inversion

    School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, China · CMA-Shanghai, Shanghai Jiao Tong University, Shanghai, China

  30. Bridging data-driven priors via the score function for posterior sampling -- Comparative review and experimental study

    Jun 11, 2026Elhadji Cisse Faye, Mame Diarra Fall, Sylvain Delchini +1Posterior SamplingBayesian Inverse Problems

    IDP, Univ Orléans Orléans, France · LITIS, Univ Rouen Normandie Rouen, France · Bureau de Recherches Géologiques et Minières Orléans, France +1

  31. BSTabDiff: Block-Subunit Diffusion Priors for High-Dimensional Tabular Data Generation

    Jun 8, 2026Al Zadid Sultan Bin Habib, Md Younus Ahamed, Prashnna Gyawali +2Synthetic Tabular DataHigh-Dimensional

    1,2,3,5Lane Department of Computer Science and Electrical Engineering West Virginia University, Morgantown, WV 26506, USA · 4Scientific Computing and Imaging Institute & Department of Biomedical Informatics The University of Utah, Salt Lake City, UT 84112, USA

  32. Reflection Separation from a Single Image via Joint Latent Diffusion

    Jun 2, 2026Zheng-Hui Huang, Zhixiang Wang, Yu-Lun Liu +1ReflectanceDiffusion Priors

    Shanda AI Research Tokyo · National Yang Ming Chiao Tung University · National Taiwan University

  33. Bayesian Tensor Decomposition with Diffusion Model Prior

    Jun 2, 2026Zerui Tao, Qibin ZhaoTensor DecompositionDiffusion Priors

    RIKEN Center for Advanced Intelligence Project (AIP), Tokyo, Japan.

  34. RMPrior: Bridging Propagation Priors and Diffusion Refinement for Efficient Radio Map Construction

    Jun 2, 2026Zixuan Guo, Xiucheng Wang, Nan ChengRadio Map EstimationDiffusion Priors

    School of Physics, Xidian University, Xi’an, 710071, China · State Key Laboratory of ISN and School of Telecommunications Engineering, Xidian University, Xi’an, 710071, China

  35. Hallucination-Aware Diffusion Sampling for Inverse Problems via Robust Prior Updates

    Jun 1, 2026Pengfei Jin, Yiqi Tian, Kailong Fan +2Diffusion PriorsBayesian Inverse Problems

    Center for Advanced Medical Computing and Analysis, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114 · Department of Industrial Engineering, University of Pittsburgh, Pittsburgh, PA 15261

  36. Splatshot: 3D Face Avatar Generation from a Single Unconstrained Photo

    May 31, 2026Hao Liang, Zhixuan Ge, Soumendu Majee +3Feed-Forward 3D Gaussian SplattingDiffusion Priors

    Rice University Houston, TX 77005 · Samsung Research America Plano, TX 75023

  37. Generative Diffusion Priors for 3D Mapping of the Dark Universe

    May 30, 2026Brandon Zhao, Diana Scognamiglio, Olivier Doré +1CosmologyDiffusion Priors

    Department of Computing and Mathematical Sciences, California Institute of Technology · Jet Propulsion Laboratory, California Institute of Technology · Department of Physics, Duke University +1

  38. KLIP: localized distribution shift detection via KL-divergence with diffusion priors in Inverse Problems

    May 29, 2026Alireza Kheirandish, Jihoon Hong, Sara Fridovich-KeilOut-Of-Distribution DetectionDistribution Shifts

    Georgia Institute of Technology

  39. Audio Pirates: Black-box Audio Watermark Removal via Diffusion Priors

    May 28, 2026Lingfeng Yao, Xincong Zhong, Chenpei Huang +6Multi-Bit WatermarkingWatermarks

    University of Houston · Waseda University · UC Berkeley +3

  40. Unbiased Diffusion Variational Inversion via Principled Posterior Matching

    May 24, 2026Weimin Bai, Yuxuan Gu, Yifei Wang +2Bayesian Inverse ProblemsInverse Problem

    Peking University

  41. Structural Energy Guidance for View-Consistent Text-to-3D Generation

    May 19, 2026Qing Zhang, Jinguang Tong, Jing Zhang +23D Generative ModelsDiffusion Priors

    Australian National University, Canberra, 2601, ACT, Australia. · CSIRO, Canberra, 2601, ACT, Australia. · The University of Hong Kong, Hong Kong SAR.

  42. HAD: Hallucination-Aware Diffusion Priors for 3D Reconstruction

    May 16, 2026Xi Liu, Weiwei Sun, Zhou Ren +33D ReconstructionDiffusion Priors

    1Amazon AWS · 2Clemson University

  43. Unsupervised 3D Human Pose Estimation via Conditional Multi-view Ancestral Sampling

    May 15, 2026Ryohei Goto, Takuya Fujihashi, Shunsuke Saruwatari +1Wifi-Csi 3D Human Pose EstimationHumanml3D

    The University of Osaka

  44. Predicting 3D structure by latent posterior sampling

    May 11, 2026Azmi Haider, Dan Rosenbaum3D ReconstructionDiffusion Priors

    Department of Computer Science University of Haifa Haifa, Israel · Department of Computational Science University of Haifa Haifa, Israel

  45. Composing diffusion priors with explicit physical context via generative Gibbs sampling

    May 11, 2026Weizhou Wang, Jonathan Weare, Aaron R. DinnerGibbsDiffusion Priors

    Department of Chemistry University of Chicago Chicago, IL 60637 · Courant Institute of Mathematical Sciences New York University New York, NY 10012

  46. A Stability Benchmark of Generative Regularizers for Inverse Problems

    May 11, 2026Alexander Denker, Johannes Hertrich, Sebastian NeumayerBayesian Inverse ProblemsInverse Problem

    Helmholtz Imaging, Deutsches Elektronen-Synchrotron DESY, Germany · ENS Paris & Inria, France · Chemnitz University of Technology, Germany

  47. ConFixGS: Learning to Fix Feedforward 3D Gaussian Splatting with Confidence-Aware Diffusion Priors in Driving Scenes

    May 10, 2026Rui Song, Tianhui Cai, Markus Gross +5Feed-Forward 3D Gaussian SplattingFeed-Forward 3D Gaussian

    University of California, Los Angeles · Technical University of Munich · University of Cambridge

  48. Probability-Flow Distillation: Exact Wasserstein Gradient Flow for High-Fidelity 3D Generation

    May 9, 2026Rohith Ramanan, A. N. Rajagopalan3D Generative ModelsHigh-Fidelity 3D Generation

    Department of Physics Indian Institute of Technology Madras · Department of Electrical Engineering Indian Institute of Technology Madras

  49. Constraint-Aware Diffusion Priors for High-Fidelity and Versatile Quadruped Locomotion

    May 9, 2026Jianhui Chen, Ruixin Zhan, Liu Liu +2Agile LocomotionKinematic Priors

    Amap, Alibaba Group

  50. Diffusion-Based Posterior Sampling: A Feynman-Kac Analysis of Bias and Stability

    May 7, 2026Matias G. Delgadino, Sebastien Motsch, Advait Parulekar +2Posterior SamplingDiffusion Sampling

    Department of Mathematics, UT Austin. · School of Mathematical and Statistical Sciences, Arizona State University. · Department of Electrical and Computer Engineering, UT Austin.

  51. Bayesian Rain Field Reconstruction using Commercial Microwave Links and Diffusion Model Priors

    May 6, 2026Badr Moufad, Albina Ilina, Hai Victor Habi +4RainfallBayesian Inference

    CMAP, Ecole Polytechnique, France · MBZUAI, UAE · School of Electrical and Computer Engineering, Tel Aviv University, Tel Aviv, Israel +2

  52. GeoTopoDiff: Learning Geometry--Topology Graph Priors through Boundary-Constrained Mixed Diffusion for Sparse-Slice 3D Porous Reconstruction

    May 5, 2026Yue Shi, Peng Wang, Mingzhe Yu +5Diffusion PriorsPorous Media

    Manchester Metropolitan University, Manchester M1 5GD, U.K. · University of Surrey, Surrey, GU2 7XH, U.K. · Johnson Matthey Billingham, TS23 1LB, U.K. +1

  53. Tempered Guided Diffusion

    May 5, 2026Andreas Makris, Paul Fearnhead, Chris NemethDiffusion SamplingDiffusion Priors

    Department of Mathematics and Statistics Lancaster University, UK · Department of Mathematics and Statistics2026 Lancaster University, UK

  54. MOC-3D: Manifold-Order Consistency for Text-to-3D Generation

    May 3, 2026Chenyang Fan, Junshi Cheng, Wen Yang +53D Generative ModelsDiffusion Priors

    Chongqing Normal University Chongqing, China

  55. UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors

    May 1, 2026Houyuan Chen, Hong Li, Xianghao Kong +8Video Diffusion ModelsMultimodal Diffusion Models

    Beihang University, Beijing, China · Nanjing University, Nanjing, China · BAAI, Beijing, China +3

  56. AD-Relight: Training-Free Banner Relighting via Illumination Translation with Diffusion Priors

    Apr 27, 2026Rameshwar Mishra, Bishshoy Das, A V Subramanyam +1Image RelightingAds

    Dolby Labs, Bangalore

  57. Conditional Diffusion Posterior Alignment for Sparse-View CT Reconstruction

    Apr 23, 2026Luis Barba, Johannes Kirschner, Benjamin BejarCone-Beam Computed TomographySparse-View

    Swiss Data Science Center (SDSC) in Paul Scherrer Institute (PSI), Villigen, Switzerland. · Swiss Data Science Center (SDSC) and ETH Zurich, Switzerland. · Swiss Data Science Center (SDSC) and Paul Scherrer Institute (PSI), Villigen, Switzerland.

  58. DiffNR: Diffusion-Enhanced Neural Representation Optimization for Sparse-View 3D Tomographic Reconstruction

    Apr 23, 2026Shiyan Su, Ruyi Zha, Danli Shi +2Cone-Beam Computed TomographyDiffusion Priors

    1Monash University · 2The Australian National University · 3Hong Kong Polytechnic University

  59. Optimizing Diffusion Priors in Image Reconstruction from a Single Observation

    Apr 22, 2026Frederic Wang, Katherine L. BoumanDiffusion PriorsPosterior Sampling

    Caltech, Pasadena CA 91125, USA

  60. DVFace: Spatio-Temporal Dual-Prior Diffusion for Video Face Restoration

    Apr 16, 2026Zheng Chen, Bowen Chai, Rongjun Gao +7Blind Face RestorationVideo Restoration

    Shanghai Jiaotong University · Meituan Inc