Score-Based Diffusion Model

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8 papers in the last four weeks, against 1 the four weeks before. 0.1% of all new papers.

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  1. Sample complexity bounds for categorical Markov random fields via Discrete Diffusions

    Oct 1, 2026Shivam Kumar, Nabarun DebScore-Based Diffusion ModelMarkov

    Booth School of Business, University of Chicago

  2. Distilling Diffusion Score Discrepancy for Efficient Training Data Attribution

    Sep 30, 2026Shixuan Liu, Joan Serrà, Kin Wai Cheuk +6Score-Based Diffusion ModelDiffusion Models

    University of Illinois at Urbana-Champaign · Sony AI · University of Texas at Austin +1

  3. Why Deterministic PRM Guidance Underperforms in Discrete Diffusion Reasoning

    Sep 28, 2026Yan Zhan, Shaobo Liu, Zhijun GaoDiffusion Language ModelsProcess Reward Model

    Peking University · Shenzhen University

  4. Robustness of Diffusion Models under Distribution Shift

    Sep 23, 2026Wei Luo, Neil K. Chada, Shijie Zhang +1Score-Based Diffusion ModelDistribution Shifts

    Department of Mathematical Sciences, Tsinghua University · Department of Mathematics, City University of Hong Kong, Hong Kong SAR · Artificial Intelligence Research Institute, Shenzhen MSU-BIT University +1

  5. Discrete Diffusion Models via Evolving Variational Autoregressive Networks

    Sep 23, 2026Kewen Pan, Ying TangScore-Based Diffusion ModelSpatial Photonic Ising Machines

    Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 611731, China · School of Physics, University of Electronic Science and Technology of China, Chengdu 611731, China · Key Laboratory of Quantum Physics and Photonic Quantum Information, Ministry of Education, University of Electronic Science and Technology of China, Chengdu 611731, China +1

  6. Walking the Score Manifold: Continuous-time Generative Dynamics on Learned Data Manifolds

    Sep 15, 2026Jan Tauberschmidt, Brian B. Moser, Stanislav Frolov +3Generative ModelsScore-Based Diffusion Model

    DFKI Kaiserslautern · RPTU Kaiserslautern · Imperial College London

  7. Score-based Outlier Generation via Controlling the Radon-Nikodym Derivative

    Sep 14, 2026Amartya Mukherjee, Tristan Milne, Kry Yik-Chau Lui +2Score-Based Diffusion ModelOutliers

    Department of Applied Mathematics, University of Waterloo, Waterloo, Ontario, Canada N2L 3G1 · Royal Bank of Canada, 1 Place Ville Marie, Montreal, Quebec, H3C 3A9

  8. PhysMAS: Physics-Grounded Multi-Agent Synthesis of Compositional 4D Gaussians

    Sep 7, 2026Jiang Qin, Chunji Lv, Yangguang Wei +6Physics SimulationIndoor Scene Generation

    Beijing Institute of Technology · Meituan · Sichuan University

  9. DReSG: Diffusion Residuals for Stylized Gaussian Splatting

    Aug 29, 2026Zhongliang Liu, Wenjie Liu, Yang LiGaussian SplattingDifferentiable Rendering

    School of Software Engineering, East China Normal University, Shanghai, China · School of Computer Science and Technology, East China Normal University, Shanghai, China · School of Intelligent Interaction, East China Normal University, Shanghai, China

  10. Should the Boundary Term Be Learned in Reflected Diffusion? Conormal Trace and Reflection Masking

    Aug 4, 2026Ziyue Wang, Takafumi KanamoriScore-Based Diffusion ModelDiffusion Dynamics

    Institute of Science Tokyo

  11. A Hyperfinite Framework for Score-Based Generative Modeling

    Aug 3, 2026Sunder Ram KrishnanScore-Based Diffusion ModelStochastic Differential Equations

    Kerala School of Mathematics, Kozhikode 673571, Kerala, India.

  12. From Score Learning to Discretized Sampling: An End-to-End Generalization Analysis of Diffusion Models

    Jul 25, 2026Jinshu Huang, Yiming Jiang, Chunlin WuScore-Based Diffusion ModelDiffusion Models

    School of Mathematical Sciences, Nankai University, Tianjin, China

  13. From Score Approximation to Distribution Approximation in Score-Based Diffusion Models

    Jul 24, 2026Lan V. TruongScore-Based Diffusion ModelDiffusion Models

    Faculty of Computer Science and Engineering · Ho Chi Minh City University of Technology (HCMUT) · Vietnam National University Ho Chi Minh City (VNU-HCM), Vietnam

  14. Mean-to-Score Discrete Diffusion: Posterior-Mean Denoisers for Score Entropy

    Jul 23, 2026Jingyuan Li, Xiaoyi Jiang, Yixuan Jiang +4Score-Based Diffusion ModelUncertainty Score

    Tsinghua University · Beijing Institute of Mathematical Sciences and Applications · Wuhan University +1

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

    Jul 16, 2026Zikun Zhang, Jiayuan Sheng, David D. Yao +1Diffusion-Based Reinforcement Learning MethodsScore-Based Diffusion Model

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

  16. Tightening the Score Matching Gap for Diffusion Models

    Jul 5, 2026Benjamin Dupuis, Tyler Farghly, Maxime Haddouche +2Score-Based Diffusion ModelKullback-Leibler Divergence

    INRIA - CNRS - D´epartement d’Informatique de l’Ecole Normale Sup´erieure - PSL Research University, France · Ecole Polytechnique - CMAP, IP Paris, Palaiseau, France

  17. Benign Overfitting Does Not Occur in Diffusion Models

    Jul 2, 2026Tyler Farghly, Benjamin Dupuis, Alain Durmus +1OverfittingScore-Based Diffusion Model

    1INRIA - École Normale Supérieure - PSL Research University - CNRS, France · 2 École Polytechnique - CMAP - IP Paris, France

  18. Adaptive Reparametrized Time for Score-Based Diffusion Sampling

    Jul 2, 2026Yilie Huang, Wenpin Tang, Xun Yu ZhouDiffusion SamplingTimestep

    Department of Applied Mathematics, The Hong Kong Polytechnic University, Hong Kong. · Department of Industrial Engineering and Operations Research, Columbia University, New York, NY 10027, USA. · Department of Industrial Engineering and Operations Research and Data Science Institute, Columbia University, New York, NY 10027, USA.

  19. Variance Reduction on the Camera Axis: Multi-View Score Distillation for 3D

    Jun 29, 2026Marian Lupascu, Mihai Sorin Stupariu, Ionut MironicaScore-Based Diffusion ModelMulti-View

    Department of Computer Science, University of Bucharest, Romania · Adobe Research

  20. Score Approximation for Diffusion Models on Arbitrary Low-Dimensional Structures

    Jun 18, 2026Xinhe Mu, Zaijiu Shang, Zhaoqi Zhou +4Score-Based Diffusion ModelLow-Dimensional Structure

    Academy of Mathematics and Systems Sciences Chinese Academy of Sciences Beijing, China · Shanghai Institute for Mathematics and Interdisciplinary Sciences Shanghai, China · Huawei Technologies Co., Ltd. Beijing, China

  21. Volterra Generative Models

    Jun 16, 2026Yusen Jia, Bingyan HanScore-Based Diffusion ModelGenerative Models

    The Hong Kong University of Science and Technology (Guangzhou)

  22. Where the Score Lives: A Wavelet View of Diffusion

    Jun 6, 2026Emma Finn, Binxu Wang, T. Anderson Keller +1Score-Based Diffusion ModelDiffusion Models

    The Kempner Instutite for the Study of Natural and Artificial Intelligence Harvard University, Cambridge, MA 15213

  23. Diffusion Models Observe Only Gradients: A Geometric Perspective on Score Matching Errors

    Jun 4, 2026Naïl B. Khelifa, Richard E. Turner, Ramji VenkataramananScore-Based Diffusion ModelDiffusion Models

    University of Cambridge

  24. AugMask: Training Diffusion Models on Incomplete Tabular Data via Stochastic Augmentation and Masking

    Jun 2, 2026Jungkyu Kim, Taeyoung Park, Kibok LeeMissing DataScore-Based Diffusion Model

    Department of Statistics and Data Science, Yonsei University, South Korea.

  25. 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

  26. Error Bounds for a Diffusion Model-Based Drift Estimator

    Jun 1, 2026Ioar Casado-Telletxea, Omar RivasplataStochastic Differential EquationsScore-Based Diffusion Model

    Basque Center for Applied Mathematics (BCAM) · Bilbao, Spain · Centre for AI Fundamentals & Department of Computer Science +1

  27. Score-Control for Hallucination Reduction in Diffusion Models

    May 29, 2026Mahesh Bhosale, Naresh Kumar Devulapally, Abdul Wasi +3Score-Based Diffusion ModelDiffusion Models

    University at Buffalo Buffalo, NY, USA

  28. Riemannian Diffusion Models on General Manifolds via Physics-Informed Neural Networks

    May 29, 2026Gyeonghoon Ko, Juho LeeScore-Based Diffusion ModelDiffusion Models

    1Korea Advanced Institute of Science and Technology, Korea.

  29. The Score Hamiltonian: Mapping Diffusion Models to Adiabatic Transport

    May 28, 2026Peter Halmos, Boris HaninScore-Based Diffusion ModelHamiltonian

    Computer Science Department, Princeton University. · ORFE Department, Princeton University.

  30. Diffusion Models Are Statistically Optimal for Learning Low-Dimensional Multi-Modal Distributions

    May 28, 2026Jingda Wu, Changxiao CaiLow-Dimensional StructureScore-Based Diffusion Model

    Department of Industrial and Operations Engineering, University of Michigan, Ann Arbor, USA.

  31. Diffusion-based Denoising Beats Vanilla Score Matching in Parameter Estimation: A Theoretical Explanation

    May 21, 2026Benedikt Lütke Schwienhorst, Nadja Klein, Johannes LedererScore-Based Diffusion ModelMaximum Likelihood

    Department of Mathematics University of Hamburg Hamburg, Germany · Scientific Computing Center Karlsruhe Institute of Technology2026 Karlsruhe, Germany · Department of MathematicsMay University of Hamburg Hamburg, Germany21

  32. A Tutorial on Diffusion Theory: From Differential Equations to Diffusion Models

    May 21, 2026Jiayi Fu, Yuxia WangScore-Based Diffusion ModelDiffusion Dynamics

    INSAIT, Sofia University “St. Kliment Ohridski”, Bulgaria

  33. Diffusion Graph Posterior Sampling for Nonlinear Inverse Problems with Application to Electrical Impedance Tomography

    May 19, 2026Giovanni S. Alberti, Damiana Lazzaro, Serena Morigi +2Bayesian Inverse ProblemsInverse Problem

    MaLGa Center, Department of Mathematics, University of Genova, Italy · Department of Mathematics, University of Bologna, Bologna, Italy · Department of Mathematics, Harbin Institute of Technology, China

  34. Provably Learning Diffusion Models under the Manifold Hypothesis: Collapse and Refine

    May 16, 2026Wei Huang, Andi Han, Mingyuan Bai +4Score-Based Diffusion ModelDiffusion Models

    RIKEN AIP & The Institute of Statistical Mathematics · University of Sydney · Agency for Science, Technology and Research & The Institute of Statistical Mathematics +4

  35. Training-Free Generative Sampling via Moment-Matched Score Smoothing

    May 14, 2026Zhenyu Yao, Daniel PaulinScore-Based Diffusion ModelDiffusion Models

    College of Computing and Data Science Nanyang Technological University

  36. Proximal-Based Generative Modeling for Bayesian Inverse Problems

    May 13, 2026Boyang Zhang, Zhiguo Wang, Ya-Feng LiuScore-Based Diffusion ModelBayesian Inverse Problems

    School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences, Beijing, China · Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China · School of Mathematics, Sichuan University, Chengdu, China +2

  37. Beyond MMSE: Enhancing PnP Restoration with ProxiMAP

    May 12, 2026Kenta Vert, Giacomo Meanti, Scott Pesme +2Iterative Denoising MethodsInverse Problem

    1Univ. Grenoble Alpes, Inria, CNRS, Grenoble INP, LJK · 2MaLGa Centre, DIBRIS, Università di Genova, MMS, Italian Institute of Technology, Genova, Italy

  38. DiffScore: Text Evaluation Beyond Autoregressive Likelihood

    May 12, 2026Wen Lai, Yingli Shen, Dingnan Jin +4Score-Based Diffusion ModelText Analysis and Detection

    1Ant Group · 2Tsinghua University · 3Technical University of Munich

  39. Principled Design of Diffusion-based Optimizers for Inverse Problems

    May 12, 2026Julio Oscanoa, Irmak Sivgin, Cagan Alkan +4Score-Based Diffusion ModelInverse Problem

    Department of Bioengineering · Deparment of Electrical Engineering · Department of Radiology, Stanford University, USA.

  40. Metropolis-Adjusted Diffusion Models

    May 10, 2026Kevin H. Lam, Tyler Farghly, Christopher Williams +3Score-Based Diffusion ModelDiffusion Models

    Department of Statistics, University of Oxford · Inria, CNRS, École Normale Supérieure, PSL Research University · Department of Mathematical Sciences, University of Copenhagen

  41. A Unified Measure-Theoretic View of Diffusion, Score-Based, and Flow Matching Generative Models

    May 7, 2026Aditya Ranganath, Mukesh SinghalScore-Based Diffusion ModelGenerative Models

    Center for Applied Scientific Computing Lawrence Livermore National Laboratory Livermore, CA 94551, USA · Department of Electrical Engineering University of California Merced, CA 95343, USA

  42. The Interplay of Data Structure and Imbalance in the Learning Dynamics of Diffusion Models

    May 7, 2026Flavio Nicoletti, Chenxiao Ma, Enrico Ventura +2Score-Based Diffusion ModelImbalanced Classification

    Data Science and AI, Computer Science and Engineering Department, Chalmers University of Technology and University of Gothenburg · International School of Advanced Studies (SISSA), Trieste, Italy · Department of Computing Sciences, Bocconi University, Milano, Italy +2

  43. Expressivity of Bi-Lipschitz Normalizing Flows: A Score-Based Diffusion Perspective

    May 7, 2026Meira Iske, Carola-Bibiane SchönliebNormalizing FlowsLipschitz Continuity

    Center for Industrial Mathematics, University of Bremen, Bremen, Germany · Department of Theoretical Physics and Applied Mathematics, University of Cambridge, Cambridge, U.K.

  44. Stochastic Schrödinger Diffusion Models for Pure-State Ensemble Generation

    May 5, 2026Jian Xu, Wei Chen, Shigui Li +5Quantum Machine LearningScore-Based Diffusion Model

    1RIKEN iTHEMS · 2RIKEN AIP · 3South China University of Technology +2

  45. Phase-map synthesis from magnitude-only MR images using conditional score-based diffusion models with application in training of accelerated MRI reconstruction models

    May 2, 2026M. Berk Sahin, Dilek Yalcinkaya, Abolfazl Hashemi +1Magnetic Resonance Imaging ReconstructionMagnetic Resonance Imaging

    Purdue University

  46. Guiding Vector Field Generation via Score-based Diffusion Model

    Apr 27, 2026Zirui Chen, Shiliang Guo, Shiyu ZhaoVector FieldsDiffusion Planning

    College of Computer Science and Technology, Zhejiang University, Hangzhou, China. · WINDY Lab, Department of Artificial Intelligence, Westlake University, Hangzhou, China.

  47. The Feedback Hamiltonian is the Score Function: A Diffusion-Model Framework for Quantum Trajectory Reversal

    Apr 23, 2026Sagar Dubey, Alan JohnHamiltonianScore-Based Diffusion Model

    Stony Brook University Stony Brook, NY 11794, USA

  48. Efficient Sampling with Discrete Diffusion Models: Sharp and Adaptive Guarantees

    Feb 16, 2026Daniil Dmitriev, Zhihan Huang, Yuting WeiScore-Based Diffusion ModelDiffusion Dynamics

    Department of Statistics and Data Science, the Wharton School, University of Pennsylvania

  49. Score-based diffusion models for severely ill-posed problems in diffuse optical tomography

    Feb 3, 2026Fabian Schneider, Meghdoot Mozumder, Konstantin Tamarov +4Bayesian Inverse ProblemsScore-Based Diffusion Model

    Department of Computational Engineering, School of Engineering Science LUT University, Finland. · Institute of Analysis and Scientific Computing, TU Wien, Austria. · Department of Technical Physics, Faculty of Science, Forestry and Technology, University of Eastern Finland, Finland. +1

  50. ART for Diffusion Sampling: A Reinforcement Learning Approach to Timestep Schedule

    Jan 26, 2026Yilie Huang, Wenpin Tang, Xunyu ZhouTimestepDiffusion Sampling

    Department of Industrial Engineering and Operations Research, Columbia University, New York, NY 10027, USA. · Department of Industrial Engineering and Operations Research & Data Science Institute, Columbia University, New York, NY 10027, USA.

  51. Fast Score-Based Sampling via Log-Concave Reductions

    Dec 30, 2025M. J. WainwrightLog-Concave DistributionsOptimal Sample Complexity

    Laboratory for Information and Decision Systems · Statistics and Data Science Center · EECS & Mathematics +1

  52. Control Variate Score Matching for Diffusion Models

    Dec 23, 2025Khaled Kahouli, Romuald Elie, Klaus-Robert Müller +3Score-Based Diffusion ModelDiffusion Models

    1Google DeepMind · 2BIFOLD – Berlin Institute for the Foundations of Learning and Data · 3Machine Learning Group, Technische Universität Berlin +2

  53. Diffusion Models in Simulation-Based Inference: A Tutorial Review

    Dec 22, 2025Jonas Arruda, Niels Bracher, Ullrich Köthe +2Score-Based Diffusion ModelDiffusion Models

    Bonn Center for Mathematical Life Sciences, Life & Medical Sciences Institute, University of Bonn, Germany · Center for Modeling, Simulation, & Imaging in Medicine (CeMSIM), Rensselaer Polytechnic Institute, NY, USA · Computer Vision and Learning Lab, Heidelberg University, Germany

  54. Out-of-Distribution Detection in Molecular Complexes via Diffusion Models for Irregular Graphs

    Dec 20, 2025David Graber, Victor Armegioiu, Rebecca Buller +1Out-Of-Distribution DetectionGraph Representation Learning

    Seminar for Applied Mathematics, Department of Mathematics and ETH AI Center, ETH Zurich, 8092 Zurich, Switzerland · Institute for Computational Life Sciences, Zurich University of Applied Sciences, 8820 Waedenswil, Switzerland · Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, 3012 Bern, Switzerland

  55. Learning to Generate Human-Human-Object Interactions from Textual Descriptions

    Nov 25, 2025Jeonghyeon Na, Sangwon Baik, Inhee Lee +2Articulated ObjectsHuman Motion Generation

    Seoul National University

  56. The Effect of Stochasticity in Score-Based Diffusion Sampling: a KL Divergence Analysis

    Jun 13, 2025Bernardo P. Schaeffer, Ricardo M. S. Rosa, Glauco ValleScore-Based Diffusion ModelStochastic Differential Equations

    Instituto de Matem´atica, Universidade Federal do Rio de Janeiro

  57. Localized Diffusion Models

    May 7, 2025Georg A. Gottwald, Shuigen Liu, Youssef Marzouk +2Score-Based Diffusion ModelDiffusion Models

    School of Mathematics and Statistics, The University of Sydney · Department of Mathematics, National University of Singapore · Laboratory for Information and Decision Systems, Massachusetts Institute of Technology +1

  58. Riemannian Denoising Diffusion Probabilistic Models

    May 7, 2025Zichen Liu, Wei Zhang, Christof Schütte +1Data ManifoldScore-Based Diffusion Model

    Center for Data Science, Peking University, Beijing 100871, P.R. China · Zuse Institute Berlin, Takustrasse 7, Berlin 14195, Germany · Institute of Mathematics, Freie Universität Berlin and Zuse Institute Berlin, Takustrasse 7, Berlin 14195, Germany +1

  59. Low-dimensional adaptation of diffusion models: Convergence in total variation

    Jan 22, 2025Jiadong Liang, Zhihan Huang, Yuxin ChenScore-Based Diffusion ModelDiffusion Models

    Department of Statistics and Data Science, the Wharton School, University of Pennsylvania

  60. Consistent Distributed Ranking of Generative Models via Kernel Distances

    Oct 18, 2023Zixiao Wang, Farzan Farnia, Zhenghao Lin +2Model EvaluationGenerative Models