Visual Autoregressive Models

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  1. Logit Refiner: Improving Visual Autoregressive Models via Intra-Scale Dependency Modeling

    Sep 12, 2026Meimingwei Li, Stefan Andreas Baumann, Felix Krause +1Visual Autoregressive ModelsLogit Lens

    Munich Center for Machine Learning (MCML)

  2. Model the Edit, Not the Image: Visual Autoregressive Editing from a Source-Centric Perspective

    Aug 10, 2026Hongyi Fang, Chuwen Xie, Benjia Zhou +6Diffusion-Based Image EditingVisual Autoregressive Models

    Beijing Institute of Technology, Zhuhai · Zhejiang University · Tencent +1

  3. SynVAR: Synergizing Spatial and Semantic Alignment in Visual Autoregressive Model

    Aug 8, 2026Zhennan Chen, Tianxing Shi, Pengcheng Xu +5Visual Autoregressive ModelsSynagent

    State Key Laboratory for Novel Software Technology, Nanjing University

  4. Scalable estimation of VARMA models

    Aug 6, 2026Daniel Paulin, Victor ElviraMaximum LikelihoodAutocorrelations

    College of Computing & Data Science Nanyang Technological University Singapore · School of Mathematics University of Edinburgh Edinburgh, UK

  5. VARPose: Flexible 2D Pose Densification via Visual Autoregressive Modeling for Enhanced 3D Lifting

    Aug 3, 2026Kaiyuan Pu, Tiantian Yang, Dan ZengWifi-Csi 3D Human Pose EstimationCategory-Level Object Pose Estimation

    School of Artificial Intelligence, Sun Yat-sen University Zhuhai, China · The Technology Innovation Center for Collaborative Applications of Natural Resources Data in GBA, MNR Guangzhou, China

  6. Spectral Origins of the Self-Correction Blind Spot in Autoregressive Generation

    Jul 9, 2026Ingrid Petrova, Luan VejsiuIterative Self-CorrectionAutoregressive Generation

    European University of Tirana

  7. MEPA: Multi-Scale Representation Alignment for Visual Autoregressive Modeling with Mixture of Experts

    Jul 1, 2026Nuoyan Zhou, Zhijun Tu, Lei Yu +4Visual Autoregressive ModelsAutoregressive Generation

    State Key Laboratory of Integrated Services Networks, Xidian University, Xi’an, China · † This work was done during an internship at Huawei Technologies Co., Ltd. · Huawei Technologies Co., Ltd.

  8. InfiniVerse: Occupancy Guided Unbounded Scene Generation for Autonomous Driving

    Jun 30, 2026Xiaoyu Ye, Leheng Li, Xinyu Ji +8Indoor Scene GenerationAutonomous Driving

    The Chinese University of Hong Kong, Shenzhen · The Hong Kong University of Science and Technolody(Guangzhou) · Nanyang Technological University +2

  9. MACROCAST: A Vintage-Consistent Time Series Foundation Model for Real-Time Macroeconomic Forecasting

    Jun 27, 2026Andrea Carriero, Davide Pettenuzzo, Shubhranshu ShekharTime Series Foundation ModelsTime-Series Generation

    School of Economics and Finance, Queen Mary University of London. · School of Business and Economics, Brandeis University.

  10. DeVAR: Low-Dose CT Denoising via Visual Autoregressive Modeling

    Jun 26, 2026Xizhuo Zhang, Yannian Gu, Zhongzhen Huang +2Positron Emission TomographyVisual Autoregressive Models

    Shanghai Jiao Tong University, China · SenseTime Research, China · Shanghai Innovation Institute, China

  11. MaineCoon: Pursuing A Real-Time Audio-Visual Social World Model

    Jun 16, 2026Lichen Bai, Tianhao Zhang, Shitong Shao +14Video World ModelsVideo Generation

    Catnip AI Team

  12. Shift-and-Sum Quantization for Visual Autoregressive Models

    Jun 15, 2026Jaehyeon Moon, Bumsub HamVisual Autoregressive ModelsReconstruction Error

    1Yonsei University · 2Articron

  13. SACE: Concept Erasure at the Semantic Singularity in Visual Autoregressive Models

    Jun 14, 2026Siya Yang, Nanxiang Jiang, Zhaoxin Fan +1Visual Autoregressive ModelsConcept Erasure

    1Hefei University of Technology · 2Beihang University

  14. DTVEM-RE: A Hierarchical Random-Effects Extension of the Differential Time-Varying Effect Model for Person-Specific Multi-Lag Estimation in Intensive Longitudinal Data

    Jun 12, 2026Amartya BhattacharyaLongitudinal DataTime-Varying Systems

    Geisel School of Medicine, Dartmouth College

  15. Edit the Bits, Diff the Codes: Bitwise Residual Editing for Visual Autoregressive Models

    Jun 11, 2026Shengqiang Zhang, Ruotong Liao, Volker Tresp +2Diffusion-Based Image EditingEdit

    LMU Munich & Munich Center for Machine Learning (MCML)

  16. Optimizing 2D Input Representations and Sub-phase Fusion Strategies for Differential Diagnosis of Asthma and COPD Using CNN- and GRU-Based Networks

    Jun 9, 2026Ipek Sen, Ozgur Ozdemir, Elena Battini SonmezRespiratory Sound ClassificationSpectral Features

    Dept. Electrical and Electronics Engineering Istanbul Bilgi University, Turkey · Dept. Computer Engineering Istanbul Bilgi University, Turkey

  17. Addressing Market Regime Changes and Heavy-Tailed Returns in Portfolio Optimization via Bayesian VAR and Elliptical Black-Litterman

    Jun 8, 2026Daniil Mikriukov, Ruoyu Sun, Angelos Stefanidis +2Portfolio OptimizationLong-Tailed Distribution

    University of Liverpool · Xi'an Jiaotong-Liverpool University · Department of Computer Science, University of Liverpool, Liverpool, United Kingdom +1

  18. HACK++: Towards More Effective Head-Aware Key-Value Compression for Efficient Visual Autoregressive Modeling

    Jun 6, 2026Ziran Qin, Yuchen Jiang, Mingbao Lin +4Visual Autoregressive ModelsKey-Value Cache Compression

    Shanghai Jiao Tong University, Shanghai, China · Rakuten, Singapore · Tsinghua University, Beijing, China

  19. Knowledge Distillation for Visual Autoregressive Models

    Jun 4, 2026Elia Peruzzo, Aritra Bhowmik, Guillaume Sautiere +2Autoregressive Image GenerationVisual Autoregressive Models

    Qualcomm AI Research∗ · Qualcomm AI Research · University of Technology Nuremberg

  20. Residual Decoder Adapter: ID-Preserving Tokenizer Adaption for Autoregressive Text Rendering

    Jun 1, 2026Dongxing Mao, Jinpeng Wang, Jiahao Tang +6Autoregressive Image GenerationVisual Tokenizers

    Central South University · University of Oxford · Microsoft Research

  21. Where to Refine, When to Stop: Rethinking Redundancy via Latent Discrepancy for Efficient Visual Autoregressive Generation

    May 29, 2026Changwang Mei, Peisong Wang, Zekun Li +7Autoregressive Image GenerationVisual Autoregressive Models

    Nanjing University of Science and Technology · C2DL, Institute of Automation, Chinese Academy of Sciences · Beijing Academy of Artificial Intelligence +2

  22. Adversarial Error Correction for Visual Autoregressive Generation

    May 24, 2026Ligong Bi, Tao Huang, Jianyuan Guo +1Autoregressive Image GenerationVisual Autoregressive Models

    1Shanghai Jiao Tong University · 2City University of Hong Kong · 3The University of Sydney

  23. Causal Discovery in Structural VAR Models Under Equal Noise Variance

    May 21, 2026SeyedSina Seyedi HasanAbadi, Fahimeh Arab, Erfan Nozari +1Multivariate Time-SeriesEquivalence

    Bourns College of Engineering, University of California, Riverside · University of California, San Francisco · Department of Mathematics and Statistics, Boston University

  24. CPC-VAR:Continual Personalized and Compositional Generation in Visual Autoregressive Models

    May 19, 2026Junhao Li, Xinhao Zhong, Yi sun +4Visual Autoregressive ModelsPersonalization

    Harbin Institute of Technology, Shenzhen · South China University of Technology · Peng Cheng Laboratory +1

  25. Hierarchical Image Tokenization for Multi-Scale Image Super Resolution

    May 14, 2026Isma Hadji, Enrique Sanchez, Adrian Bulat +2Generative Super-ResolutionVisual Tokenizers

    Samsung AI Center Cambridge, UK · Technical University of Iasi, Romania · Queen Mary University of London, UK

  26. HeatKV: Head-tuned KV-cache Compression for Visual Autoregressive Modeling

    May 14, 2026Jonathan Cederlund, Axel Berg, William Isaksson +3Key-Value Cache CompressionVisual Autoregressive Models

    Dept. of Automatic Control, Lund University · Arm

  27. ExtraVAR: Stage-Aware RoPE Remapping for Resolution Extrapolation in Visual Autoregressive Models

    May 11, 2026Feihong Yan, Shaoyu Liu, Haixuan Wang +4Visual Autoregressive ModelsExtrapolation

    Beijing Institute of Technology · Xidian University · Northeastern University at Qinhuangdao +3

  28. Intervention-Based Time Series Causal Discovery via Simulator-Generated Interventional Distributions

    May 11, 2026Tsuyoshi OkitaCausal Discovery MethodsCausal

    Kyushu Institute of Technology

  29. Visual Implicit Autoregressive Modeling

    May 2, 2026Pengfei Jiang, Jixiang Luo, Luxi Lin +2Visual Autoregressive ModelsAutoregressive Image Generation

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

  30. VARestorer: One-Step VAR Distillation for Real-World Image Super-Resolution

    Apr 23, 2026Yixuan Zhu, Shilin Ma, Haolin Wang +6Real-World Image Super-ResolutionVisual Autoregressive Models

    Tsinghua University

  31. StyleVAR: Controllable Image Style Transfer via Visual Autoregressive Modeling

    Apr 22, 2026Liqi Jing, Dingming Zhang, Peinian Li +3Photorealistic Style TransferVisual Autoregressive Models

    Duke University · University of Southern California · Xidian University

  32. Depth Adaptive Efficient Visual Autoregressive Modeling

    Apr 19, 2026Chunliang Li, Tianze Cao, Sanyuan ZhaoVisual Autoregressive Models

    Beijing Institute of Technology · Beijing Institute of Technology, Zhuhai

  33. Prompt-Guided Image Editing with Masked Logit Nudging in Visual Autoregressive Models

    Apr 16, 2026Amir El-Ghoussani, Marc Hölle, Gustavo Carneiro +1Image EditingVisual Autoregressive Models

    Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany · University of Surrey, United Kingdom

  34. Separators in Enhancing Autoregressive Pretraining for Vision Mamba

    Mar 4, 2026Hanpeng Liu, Zidan Wang, Shuoxi Zhang +2Self-Supervised Vision TransformersMamba

    Huazhong University of Science and Technology

  35. DiverseVAR: Balancing Diversity and Quality of Next-Scale Visual Autoregressive Models

    Nov 26, 2025Mingue Park, Prin Phunyaphibarn, Phillip Y. Lee +1Autoregressive Image GenerationVisual Autoregressive Models

    KAIST

  36. LlamaSeg: Image Segmentation via Autoregressive Mask Generation

    May 26, 2025Jiru Deng, Tengjin Weng, Tianyu Yang +3Visual Autoregressive ModelsAutoregressive Generation

    Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ) · Tsinghua University · Shenzhen University +2

  37. Continuous Speculative Decoding for Autoregressive Image Generation

    Nov 18, 2024Zili Wang, Zheng Zhang, Kun Ding +3Autoregressive Image GenerationVisual Autoregressive Models

    School of Artificial Intelligence, University of Chinese Academy of Sciences, China · MAIS, Institute of Automation, Chinese Academy of Sciences, China · JD.COM Inc, China +1