Distribution Matching Distillation

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4 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. DMAD: Distribution Matching as Adversarial Distillation for Fast Visual Generation

    Oct 1, 2026Zhengming Yu, Junkun Yuan, Haotian Yang +8Distribution Matching DistillationDataset Distillation

    Texas A&M University · Intelligent Creation, ByteDance

  2. Distribution Matching Distillation for Continuous Diffusion Language Models

    Sep 30, 2026Paul Le Van Kiem, Dario Shariatian, Umut Simsekli +1Diffusion Language ModelsDiffusion Models

    Inria, PSL Research University · Cohere · CMAP, Ecole Polytechnique

  3. DMA2^2: Pixel-space Distribution Matching with Adversarial and Anchor Losses

    Sep 29, 2026Xin Lin, Zhifei Zhang, Yuqian Zhou +6Latent Diffusion ModelDistribution Matching Distillation

    UC San Diego · Adobe Research · University of Virginia +1

  4. PDMD: Projected Distribution Matching Distillation for Video Diffusion Models

    Sep 28, 2026Zimo Wang, Junkun Yuan, Angtian Wang +9Video Diffusion ModelsDistribution Matching Distillation

    University of California, San Diego · ByteDance Inc.

  5. From Scores to Samples: Elastic Forcing for Autoregressive Video Generation

    Sep 28, 2026Chi Zhang, Yueyi Liu, Shi Haoyang +5Autoregressive Video GenerationDistribution Matching Distillation

    College of AI, Tsinghua University · IAIR, Xi’an Jiaotong University · Xianghui Academy, Fudan University +1

  6. ColNanoVDR: Document-Free Query Distillation for Multi-Vector Visual Document Retrieval via Optimal Transport

    Sep 28, 2026Zhuchenyang Liu, Ziyi Wang, Yao Zhang +1Visual Document RetrievalRetrievers

    Aalto University, Finland · Independent Researcher, Netherlands

  7. Spectral Amplitude Purification in Distribution Matching for Diffusion Distillation

    Sep 24, 2026Zhenyu Zhou, Can Wang, Chun Chen +2Diffusion SamplingDistribution Matching Distillation

    Zhejiang University · University of California, Berkeley

  8. ViRDM: Taming Representation Distribution Matching for Few-Step Causal Video Generation

    Sep 24, 2026Zichong Meng, Chongjian Ge, Chun-Hao P. Huang +2Autoregressive Video Diffusion ModelsDistribution Matching Distillation

    Northeastern University · Adobe Research

  9. Uncertainty DMD: Restoring Diversity in Few-Step Autoregressive Video Distillation

    Sep 11, 2026Zixuan Duan, Xunzhi Xiang, Yabo Chen +6Autoregressive Video Diffusion ModelsAutoregressive Video Generation

    Nanjing University, Institute of Artificial Intelligence, China Telecom (TeleAI), China · Institute of Artificial Intelligence, China Telecom (TeleAI), China · Fudan University, Institute of Artificial Intelligence, China Telecom (TeleAI), China

  10. DISEIL: Demonstration Distillation for Sample-Efficient Imitation Learning

    Sep 8, 2026Suyog Khanal, Arun Kumar A, Santu RanaRobot SystemsDistribution Matching Distillation

    Deakin Applied Artificial Intelligence Initiative Geelong, Australia

  11. G2^2ARD-GS: Geometry-Guided Anchor-Regularized Gaussian Splatting Distillation

    Aug 6, 2026Puyuan Zhang, Jianming Huang, Wenkai Ye +1Point CloudsDistribution Matching Distillation

    Shanghai Jiao Tong University, Shanghai, China · Jishu Technology Co., Ltd., China

  12. Safety-Gated Agentic Supervisory Control on a Coupled Distillation Benchmark: Regime Map, Auditable Gate, and Co-Design Findings

    Jul 30, 2026Christian RosenthalSafety ConstraintsArtificial Intelligence Control

    Sole author — independent research, industrial AI methodology

  13. DistillAlign: Coordinating Mode Covering and Mode Seeking in Autoregressive Video Distillation

    Jul 29, 2026Jiaxing Li, Kai Zou, Cindy Zhou +7Autoregressive Video Diffusion ModelsDistribution Matching Distillation

    Riemann Dynamics · Nanyang Technological University · 1Riemann Dynamics, 2Nanyang Technological University +2

  14. Amortising Trajectory Optimisation for Residual MPC via Implicit Contact Differentiation

    Jul 27, 2026Daniel Layeghi, Thomas Corbères, Calum Arnott +4Robust TrajectoryImplicit Differentiation

    School of Informatics, University of Edinburgh, Scotland.

  15. Sample-Efficient Learning from Agent Experience

    Jul 23, 2026Chenhui Gou, Haoqin Tu, Yunhao Fang +2In-Context LearningReinforcement Learning Baseline

    Monash University · ByteDance Seed

  16. Geometric Distillation from Rectified Stereo: Leveraging Epipolar Cues for Monocular Depth

    Jul 17, 2026Jung-Hee Kim, Xiaoming LiuMonocular Depth EstimationScale-Ambiguous Epipolar Geometry

    Michigan State University, East Lansing, MI 48824, USA · University of North Carolina at Chapel Hill, Chapel Hill, NC 27514, USA

  17. Gold-Guided Programmatic Distillation for Financial Reasoning over Hybrid Tables and Text

    Jul 16, 2026Yun Dong, Erica Zhao, Elana ChenFinancial Question AnsweringFree-Form Textual Rationales

    College of Computing · Georgia Institute of Technology · Department of Management Science & Engineering +2

  18. DuoMem: Towards Capable On-Device Memory Agents via Dual-Space Distillation

    Jun 29, 2026Peyman Hosseini, Ondrej Bohdal, Ahmed Alajrami +6Dataset DistillationDistribution Matching Distillation

    Samsung R&D Institute UK · Queen Mary University of London

  19. Beyond Trajectory Matching: Reflow with Marginal Distribution Alignment

    Jun 28, 2026Chen Wang, Peiran Yun, Pan Xie +1Diffusion AlignmentDistribution Matching Distillation

    Department of Statistics and Data Science, Tsinghua University · Department of Computer Science and Technology, Tsinghua University · Bytedance Inc

  20. CoDMD: Copula-aware Distribution Matching Distillation for Fast Video Generation

    Jun 20, 2026Wenhu Zhang, Kun Cheng, Changyuan Wang +7Video Diffusion ModelsDistribution Matching Distillation

    1HKUST · 2Wan Team, Alibaba Group · 3THU +2

  21. TeleStyle V2: Beyond Content-Preserving Style Transfer with Self-Distillation and Distribution-Matching-Distillation

    Jun 16, 2026Shiwen Zhang, Yifan Xu, Haibin Huang +2Photorealistic Style TransferStyle

    TeleAI

  22. Mutual Distillation of Dual-Foundation Models for Semi-Supervised PET/CT Segmentation

    Jun 14, 2026Fuyou Mao, Beining Wu, Yanfeng Jiang +5Positron Emission TomographySemi-Supervised Learning

    Central South University, Changsha 410083, China · Hangzhou Dianzi University, Hangzhou 310018, China · Communication University of Zhejiang, Hangzhou 310018, China +1

  23. AudioX-Turbo: A Unified Framework for Efficient Anything-to-Audio Generation

    Jun 10, 2026Zeyue Tian, Lei Ke, Zhaoyang Liu +8Modern Generative Audio ModelsMultimodal Generation

    The Hong Kong University of Science and Technology · Noiz AI · Tsinghua University +1

  24. Inverting the Streaming-Diffusion Bottleneck: Video-Rate MLLM-Conditioned Edit Diffusion on a Consumer GPU

    Jun 4, 2026Yoshiyuki OotaniDistribution Matching DistillationEncoders

    Independent Researcher

  25. Why Are DMD Students Lazy? Understanding the Copying Behavior in Few-Step Distillation

    Jun 1, 2026Shucheng Li, Iolo Jones, Alexander Tong +1Few-Step DistillationDistribution Matching Distillation

    Department of Computer Science, University of Oxford, Oxford, UK · AITHYRA, Research Institute for Biomedical AI, Vienna, AT

  26. Collaborative Few-Step Distillation and Low-Bit Quantization for Wan2.2 Dual-Expert Video Diffusion Models

    May 30, 2026Jinyang Du, Shenghao Jin, Ziqian Xu +5Video Diffusion ModelsDiffusion Models

    SenseTime

  27. COLLEAGUE.SKILL: Automated AI Skill Generation via Expert Knowledge Distillation

    May 29, 2026Tianyi Zhou, Dongrui Liu, Leitao Yuan +2Reusable Agent SkillsDistribution Matching Distillation

    Shanghai Artificial Intelligence Laboratory

  28. Trust-Region Behavior Blending for On-Policy Distillation

    May 29, 2026Daniil Plyusov, Alexey Gorbatovski, Alexey Malakhov +4Trust RegionDistribution Matching Distillation

    T-Tech

  29. SGMD: Score Gradient Matching Distillation for Few-Step Video Diffusion Distillation

    May 28, 2026Zhuguanyu Wu, Ruihao Gong, Yang Yong +5Video Diffusion ModelsAutoregressive Video Diffusion Models

    Beihang University · SenseTime Research · Hong Kong University of Science and Technology

  30. The Distillation Game: Adaptive Attacks & Efficient Defenses

    May 21, 2026Youssef Allouah, Mahdi Haghifam, Sanmi Koyejo +1Distribution Matching DistillationLLM Defense Mechanisms

    Stanford University · Toyota Technological Institute at Chicago · National University of Singapore

  31. Distribution Matching Distillation without Fake Score Network

    May 19, 2026Youngjoong Kim, Deokyeong Lee, Jaesik ParkDistribution Matching DistillationDataset Distillation

    Department of Computer Science and Engineering, Seoul National University · Department of Computer Science and Engineering, Sogang University Seoul, Republic of Korea

  32. DirectTryOn: One-Step Virtual Try-On via Straightened Conditional Transport

    May 13, 2026Xianbing Sun, Jiahui Zhan, Liqing Zhang +1Virtual Try-OnDenoising Trajectory

    Shanghai Jiao Tong University

  33. TextSeal: A Localized LLM Watermark for Provenance & Distillation Protection

    May 12, 2026Tom Sander, Hongyan Chang, Tomáš Souček +10Large Language Model WatermarksWatermarking

    FAIR, Meta Superintelligence Labs

  34. Hyperbolic Distillation: Geometry-Guided Cross-Modal Transfer for Robust 3D Object Detection

    May 11, 2026Kanglin Ning, Wenrui Li, Houde Quan +33D Object DetectionCross-Modal Distillation

    Faculty of Computing, Harbin Institute of Technology, Harbin 150001, China · Suzhou Research Institute of HIT

  35. Efficient LLM Reasoning via Variational Posterior Guidance with Efficiency Awareness

    May 10, 2026Zizhao Chen, Yuying Li, Siting Lin +1LLM Reasoning StrategiesEfficient Inference

    Guangdong University of Foreign Studies, Guangzhou, China.

  36. Structural Rationale Distillation via Reasoning Space Compression

    May 8, 2026Jialin Yang, Jiankun Wang, Jiajun Wu +3Reasoning PathsDataset Distillation

    University of Calgary · Calgary, Canada · University of Michigan +1

  37. FlashMol: High-Quality Molecule Generation in as Few as Four Steps

    May 7, 2026Xinyuan Wei, Zian Li, Shaoheng Yan +2Molecular GenerationConformational Ensembles

    Institute for Artificial Intelligence, Peking University · Yuanpei College, Peking University · School of Intelligence Science and Technology, Peking University +2

  38. Continuous-Time Distribution Matching for Few-Step Diffusion Distillation

    May 7, 2026Tao Liu, Hao Yan, Mengting Chen +8Diffusion ModelsDistribution Matching Distillation

    1VCIP, College of Computer Science, Nankai University · 2Alibaba Group · College of Artificial Intelligence, Jilin University

  39. Stream-R1: Reliability-Perplexity Aware Reward Distillation for Streaming Video Generation

    May 5, 2026Bin Wu, Mengqi Huang, Shaojin Wu +4Autoregressive Video Diffusion ModelsDistribution Matching Distillation

    University of Science and Technology of China · Independent Researcher

  40. AdvDMD: Adversarial Reward Meets DMD For High-Quality Few-Step Generation

    Apr 29, 2026Xu Wang, Zexian Li, Litong Gong +2Few-Step DistillationFew-Step Generation

    Shanghai Jiao Tong University · Alimama Tech

  41. RouteNLP: Closed-Loop LLM Routing with Conformal Cascading and Distillation Co-Optimization

    Apr 26, 2026Dongxin Guo, Jikun Wu, Siu Ming YiuLarge Language Model RoutingInference Cost

    1The University of Hong Kong · 2Stellaris AI Limited

  42. Guiding Distribution Matching Distillation with Gradient-Based Reinforcement Learning

    Apr 21, 2026Linwei Dong, Ruoyu Guo, Ge Bai +3Few-Step DistillationDistribution Matching Distillation

    1Zhejiang University · 2Bytedance Inc. · 3Zhejiang Lab

  43. Grounded Chess Reasoning in Language Models via Master Distillation

    Mar 20, 2026Zhenwei Tang, Qianfeng Wen, Seth Grief-Albert +4ChessChain-of-Thought Reasoning

    Department of Computer Science, University of Toronto · Queen’s University · Coolwei AI Lab

  44. Distribution Matching Distillation Meets Reinforcement Learning

    Nov 17, 2025Dengyang Jiang, Dongyang Liu, Zanyi Wang +12Distribution Matching DistillationDiffusion Models

    1HKUST · 2Alibaba Group · 3SIAT, CAS +3