Autoregressive Generation

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10 papers in the last four weeks, up 233% on the four weeks before. 0.1% of all new papers.

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  1. Autoregressive Drillhole Modelling Under Distribution Shift

    Oct 1, 2026Yihao Ding, Daniel Yitian Su, Yiran Zhang +2Drilling DataAutoregressive Model

    The University of Western Australia Crawley, WA 6009, Australia

  2. Match the Distribution, Not the Compute: Post-Training Multi-Token Prediction Heads

    Oct 1, 2026Prachi Badarayani, Aidan Jay, Chenghui Zhou +8Multi-Token PredictionPost-Training

    Microsoft

  3. Denoising Surface: Modeling and Predicting Inference Cost for Diffusion LLM Serving

    Sep 30, 2026Haoyu Zheng, Fangcheng Fu, Binhang Yuan +6Large Language Model ServingInference Cost

    Wuhan University · Shanghai Jiao Tong University · The Hong Kong University of Science and Technology +2

  4. Fork-dLLM: Avoiding the Flexibility Trap in Diffusion Language Models

    Sep 30, 2026Stipe Frković, Metod Jazbec, Christian A. NaessethDiffusion Language ModelsMasked Diffusion Language Models

    University of Amsterdam · UvA-Bosch Delta Lab, University of Amsterdam

  5. Uncovering Uncontrolled Repetition through Residual Stream Dynamics

    Sep 30, 2026Yuanhe Zhang, Xinyao Zhou, Haoran Gao +5RepetitionAutoregressive Language Models

    Beijing University of Posts and Telecommunications · JIUTIAN Research · Nanyang Technological University +1

  6. AS2^2D: Accelerating On-Demand Audio Understanding on Mobile Devices

    Sep 29, 2026Yunzhe Li, Kyoungjun Park, Hongzi Zhu +1Audio UnderstandingSpeculative Decoding

    The University of Texas at Austin · Shanghai Jiao Tong University

  7. HALO: Enhancing Time Series Generation via Hyperspherical Latents and Masked AutoregRessive Modeling

    Sep 28, 2026Chunyi Hou, Xiangfei Qiu, Hanyin Cheng +2Time-Series GenerationAutoregressive Generation

    School of Data Science and Engineering, East China Normal University, Shanghai, China

  8. MAD-Guard: Controlled Study of Autoregressive Generation versus Direct Decision Interfaces for Closed Multimodal Forensic Tasks

    Sep 27, 2026Hao ChenMultimodal RepresentationsAutoregressive Generation

    School of Cyber Security, Guangdong Polytechnic Normal University, Guangzhou, China

  9. Reducing the Output-Mode Gap in Speech Language Models via Joint-Output On-Policy Distillation

    Sep 14, 2026Daxin Tan, Dehua Tao, Chengxi Deng +2Speech Language ModelsAutoregressive Generation

    AI Lab, Leibniz Research Center, Huawei · The Chinese University of Hong Kong · City University of Hong Kong

  10. Particle GFlowNets: Rethinking Generative Marginalization Models

    Sep 11, 2026Tiago da Silva, Diego Mesquita, Salem LahlouGenerative Flow NetworksGibbs

    MBZUAI · School of Applied Mathematics, Getulio Vargas Foundation

  11. Solaris: Towards Interfaces That Are Generated, Not Coded

    Sep 1, 2026Yuval Alaluf, Omri Avrahami, Guy Bukchin Leshem +18Generative User InterfaceInteractivity

    Runway

  12. Adaptive Semantic Capacity Allocation for Parallel Generative Recommendation

    Aug 10, 2026Chenxi Li, Yuchen Lu, Xu YangSequential RecommendationReal-World Content Recommendation Problem

    University of the Chinese Academy of Sciences · Institute of Automation, Chinese Academy of Sciences

  13. Bridging the Gap Between Semantics and Reconstruction:Unifying Sign Language Translation and Production

    Aug 10, 2026Xiao Liu, Shiwei Gan, Yafeng Yin +5Sign Language TranslationMotion-Language Alignment

    State Key Laboratory of Novel Software Technology, Nanjing University, Suzhou, Jiangsu, China · State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, Jiangsu, China

  14. Archer: Adaptive Reuse of Cached Hidden States for Efficient Rollback in Diffusion Language Models

    Aug 8, 2026Xuning He, Zinan Sheng, Yongding Tao +4Diffusion Language ModelsDiffusion Models

    School of Computer Science, Shanghai Jiao Tong University · College of Artificial Intelligence, Nankai University · School of Computer Science, Peking University

  15. Kathleen Writes: Autoregressive Generation and Data Scaling Without Attention

    Aug 5, 2026George FountzoulasAutoregressive GenerationTransformer Architectures

    Department of Computer Engineering & Informatics · Frederick University, Nicosia, Cyprus

  16. Detail Continuation over a Trustworthy Coarse Scale for Autoregressive Super-Resolution

    Aug 3, 2026Hongyi Fang, Jiahui Wu, Yichen Yue +2Generative Super-ResolutionReconstruction Fidelity

  17. DiffusionGemma Technical Report

    Jul 31, 2026DiffusionGemma Team, Adrien Ali Taïga, James Assiene +41Diffusion Language ModelsAutoregressive Generation

  18. Pointer-Augmented Autoregressive Generation of Patent Claims with Joint Topology and Content Decoding

    Jul 27, 2026Yongmin Yoo, Zhangkai Wu, Longbing CaoPatentAutoregressive Generation

    Frontier AI Research Centre, Macquarie University · School of Computing, FSE, Macquarie University

  19. SketchMamba: A Lightweight State-Space Model for Joint Progressive Sketch Classification and Stroke Auto-Completion

    Jul 26, 2026Kavish Jhaveri, Arya ShahSketchesAutoregressive Generation

    The National High School, Ahmedabad, India · Indian Institute of Technology, Gandhinagar, India

  20. Closing the Loop: Training-Free Revisit Consistency for Autoregressive Generative Rendering

    Jul 23, 2026Wenchao Ma, Changran Liu, Sharon X. Huang +1Autoregressive Video GenerationGenerative Video Models

    Roblox · The Pennsylvania State University

  21. Windowed-MTP: Removing the Full-Context Draft-KV Tax at Million-Token Context

    Jul 23, 2026Alagappan ValliappanSpeculative DecodingMulti-Token Prediction

    NVIDIA

  22. Sound Probabilistic Safety Bounds for Large Language Models

    Jul 22, 2026Mahdi Nazeri, Anne-Kathrin Schmuck, Sadegh Soudjani +1Large Language Model SafetyProbabilistic Safety

    Department of Computer Science, University of Oxford, UK · Max Planck Institute for Software Systems, Germany · School of Computer Science, University of Birmingham, UK

  23. Speculative Correction: Draft-then-Refine Decoding for Diffusion Language Models

    Jul 21, 2026Brian K Chen, Chong Wu, Kenji KawaguchiDiffusion Language ModelsSpeculative Decoding

    National University of Singapore · City University of Hong Kong

  24. HPD-Parsing: Hierarchical Parallel Document Parsing

    Jul 21, 2026Shu Wei, Jingjing Wu, Lingshu Zhang +10Document ParsingMulti-Token Prediction

  25. Latent Trajectory Discrimination for AI-Generated Text Detection

    Jul 16, 2026Gianluca Bonifazi, Christopher Buratti, Michele Marchetti +5Machine-Generated Text DetectionAutoregressive Generation

    DII, Polytechnic University of Marche · CHIMOMO, University of Modena and Reggio Emilia

  26. ARDepth: Auto-regressive Monocular Depth Estimation with Progressive Visual Conditioning

    Jul 14, 2026Zijie Wang, Wei Zhang, Weiming Zhang +4Monocular Depth EstimationDepth Estimation

    School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, 510006, China · Shenzhen Loop Area Institute, Shenzhen, 518038, China · Baidu Inc., Shenzhen, 518066, China +3

  27. Structure-Detail Decoupled Autoregressive Generation for Fast and High-Fidelity Virtual Try-On

    Jul 13, 2026Lu Yang, Xiaonan Hu, Yanan Li +3Virtual Try-OnGarments

    Huazhong University of Science and Technology, China · Wuhan Institute of Technology, China · Xiaomi EV, China

  28. TIGER: Text-Conditioned Visual Gated Routing with Acceptance Alignment for Multimodal Speculative Decoding

    Jul 13, 2026Quynh Vo, Cong-Duy Nguyen, Ponhvoan Srey +2Speculative DecodingUnimodal Encoders

    National University of Singapore · Nanyang Technological University · Center of AI Research, VinUniversity

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

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

    European University of Tirana

  30. DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation

    Jul 6, 2026Xin Cheng, Xingkai Yu, Chenze Shao +30Speculative DecodingSelf-Speculative

    1Peking University · 2DeepSeek-AI

  31. DELTA-TTS: Adapting Autoregressive Model into Diffusion Language Model for Text-to-Speech

    Jul 5, 2026Junwon Moon, Seungbeom Kim, Yejin Lee +4Autoregressive Text-To-SpeechDiffusion Language Models

    1Sungkyunkwan University · University of Seoul

  32. Flex-Forcing: Towards a Unified Autoregressive and Bidirectional Video Diffusion Model

    Jul 3, 2026Xinyin Ma, Julius Berner, Chao Liu +3Autoregressive Video Diffusion ModelsVideo Diffusion Models

    Electrical and Computer Engineering, National University of Singapore, Singapore · NVIDIA Research, California, USA

  33. Spec-AUF: Accept-Until-Fail Training under Train-Inference Misalignment for Masked Block Drafters

    Jul 2, 2026Tianjian Yang, Meng LiDrafterSpeculative Decoding

    School of Electronics Engineering and Computer Science, Peking University, Beijing, China · Institute for Artificial Intelligence, Peking University, Beijing, China · School of Integrated Circuits, Peking University, Beijing, China

  34. 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.

  35. Speculative Refinement: A Hybrid Autoregressive Diffusion Decoding Strategy and Its Behavior Across Benchmarks

    Jun 25, 2026Aditi Gupta, Neel Mishra, Kushagra Trivedi +1Autoregressive GenerationAutoregressive Diffusion

    IIIT Hyderabad, India · Microsoft

  36. Autoregressive Boltzmann Generators

    Jun 25, 2026Danyal Rehman, Charlie B. Tan, Yoshua Bengio +2Autoregressive GenerationMolecular Generation

    Mila – Québec AI Institute · Broad Institute of MIT & Harvard · Aithyra +4

  37. Safe Autoregressive Image Generation with Iterative Self-Improving Codebooks

    Jun 25, 2026Yunqi Xue, Zhijiang Li, Philip Torr +1Autoregressive Image GenerationAutoregressive Generation

    School of Information Management, Wuhan University, Wuhan, China · Torr Vision Group, University of Oxford, Oxford, United Kingdom

  38. MRI2Rep: Autoregressive Structured Report Generation for 3D Liver MRI

    Jun 24, 2026Xinran Li, Junlin Yang, Annabella Shewarega +4Radiology Report GenerationReport

    Yale University, New Haven, CT 06520, USA · Department of Biomedical Engineering · Department of Radiology & Biomedical Imaging +3

  39. Posterior Refinement: Fast Language Generation via Any-Order Flow Maps

    Jun 23, 2026Manan Agarwal, Sheel Shah, Chanhyuk Lee +6Masked Diffusion Language ModelsAutoregressive Generation

    Carnegie Mellon University · KAIST

  40. Latent Block-Diffusion Temporal Point Processes: A Semi-Autoregressive Framework for Asynchronous Event Sequence Generation

    Jun 23, 2026Shuai Zhang, Yancheng Chen, Chuan Zhou +5Autoregressive DiffusionAutoregressive Generation

    Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing 100190, China · Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100093, China · Department of Data Science, City University of Hong Kong, Hong Kong 999077, China +1

  41. Deeper is Not Always Better: Mitigating the Alignment Tax via Confident Layer Decoding

    Jun 20, 2026Xuanming Zhang, Sining Zhoubian, Yuxuan Chen +8LLM Reasoning StrategiesDecoding

    Qwen Team, Alibaba Inc. · Tsinghua University · Nanyang Technological University

  42. Learning through Internalization

    Jun 18, 2026Nikolaos Tsilivis, Nirmit Joshi, Marko Medvedev +2InternalizationTransformer Architectures

    New York University · Toyota Technological Institute at Chicago · University of Chicago

  43. Diffusion Language Models: An Experimental Analysis

    Jun 17, 2026Thomas Bertolani, Davide Bucciarelli, Leonardo Zini +2Diffusion Language ModelsLarge Language Model Benchmarks

    University of Modena and Reggio Emilia, Italy · University of Pisa, Italy

  44. Diffusion-Proof: Recipe for Formal Theorem Proving Beyond Auto-Regressive Generation

    Jun 17, 2026Ruida Wang, Rui Pan, Pengcheng Wang +2Theorem ProvingDiffusion Language Models

    University of Illinois Urbana-Champaign · NVIDIA

  45. Structured Inference with Large Language Gibbs

    Jun 17, 2026Sanghyeok Choi, Henry Gouk, Esmeralda S. WhitammerProbabilistic InferenceLLM Reasoning Strategies

    University of Edinburgh, School of Informatics · 2CIFAR Fellow, Learning in Machines and Brains

  46. GPT-Based Fast Simulation of CLAS12 Detector Hits via Conditional Autoregressive Generation

    Jun 14, 2026Cole Granger, James Giroux, Richard Tyson +2Autoregressive GenerationAutoregressive Transformers

    William & Mary, Department of Data Science, Williamsburg, VA 23185, USA · University of Glasgow, School of Physics and Astronomy, Glasgow G12 8QQ,14 UK · Thomas Jefferson National Accelerator Facility, Newport News, VA 23606, USA +1

  47. MotionVLA: Vision-Language-Action Model for Humanoid Motion

    Jun 13, 2026Nonghai Zhang, Siyu Zhai, Yanjun Li +5Human Motion GenerationHumanml3D

    School of Computer Science, Peking University · AI2 Robotics

  48. K-Forcing: Joint Next-K-Token Decoding via Push-Forward Language Modeling

    Jun 9, 2026Zhiwei Tang, Yuanyu He, Yizheng Han +4Autoregressive Language ModelsAutoregressive Generation

    1DAMO Academy, Alibaba Group · 2Hupan Lab · 3Zhejiang University +1

  49. Forward-Free Diffusion Language Models

    Jun 6, 2026Haotian Sun, Rushi Qiang, Yuqian Zheng +1Diffusion Language ModelsDiffusion Models

    Georgia Institute of Technology

  50. Generative Criticality in Large Language Model Temperature Scaling

    Jun 4, 2026Huajian Ruan, Jinyang Li, Xingyu Guo +1Autoregressive GenerationToken Embeddings

    State Key Laboratory of Nuclear Physics and Technology, Institute of Quantum Matter, South China Normal University, Guangzhou 510006, China · Key Laboratory of Atomic and Subatomic Structure and Quantum Control (MOE), Guangdong-Hong Kong Joint Laboratory of Quantum Matter, Guangzhou 510006, China · Guangdong Basic Research Center of Excellence for Structure and Fundamental Interactions of Matter, Guangdong Provincial Key Laboratory of Nuclear Science, Guangzhou 510006, China +4

  51. DiG-Plan: Mitigating Early Commitment for Tool-Graph Planning via Diffusion Guidance

    Jun 4, 2026Yansi Li, Zhuosheng ZhangClassical PlanningPlanning

    School of Computer Science, Shanghai Jiao Tong University

  52. FLAGG: Flexible Autoregressive Graph Generation

    Jun 3, 2026Samuel Cognolato, Alessandro Sperduti, Luciano SerafiniGraph Representation LearningAutoregressive Generation

    Department of Mathematics, University of Padova, Padova, VE, 35121 Italy · Fondazione Bruno Kessler (FBK), Trento, TN, 38123 Italy · Department of Information Engineering and Computer Science, University of Trento, Trento, TN, 38123 Italy

  53. SAID: Accelerating Diffusion-Based Language Models via Scaffold-Aware Iterative Decoding

    Jun 3, 2026Na Li, Chengda Wang, Mingju Gao +1Diffusion Language ModelsAutoregressive Generation

    School of Computer Science, Peking University

  54. Echo-Infinity: Learning Evolving Memory for Real-Time Infinite Video Generation

    Jun 3, 2026Yuxuan Bian, Zeyue Xue, Songchun Zhang +9Long Video GenerationAutoregressive Generation

    1The Chinese University of Hong Kong · 2Joy Future Academy, JD · 3The Hong Kong University of Science and Technology +4

  55. MORPHOS: Autoregressive 4D Generation with Temporal Structured Latents

    Jun 1, 2026Minkyung Kwon, Jinhyeok Choi, Youngjin Shin +3Autoregressive Video Generation3D Assets

    KAIST AI

  56. PathAR: Structure-First Autoregressive Synthesis of Multimodal Pathology Images

    Jun 1, 2026Yuan Zhang, Jiahao Xia, Junzhang Huang +4Medical Image GenerationPathology Foundation Models

    Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, Nanjing 210096, China · Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore · Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119228, Singapore +2

  57. DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation

    May 30, 2026Zining Liu, Yunhai Hu, Tianhua Xia +4Speculative DecodingDrafts

    New York University · Cerebras Systems Inc.

  58. Unlocking the Working Memory of Large Language Models for Latent Reasoning

    May 28, 2026Lukas Aichberger, Sepp HochreiterEfficient Latent ReasoningReasoning Benchmark

    ELLIS Unit Linz and LIT AI Lab, Institute for Machine Learning, Johannes Kepler University Linz, Austria · NXAI GmbH, Linz, Austria

  59. NaRA: Noise-Aware LoRA for Parameter-Efficient Fine-Tuning of Diffusion LLMs

    May 28, 2026Shuaidi Wang, Zhan Zhuang, Ruping Huang +1Diffusion Language ModelsNoise-Aware

    Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China · Department of Computer Science, City University of Hong Kong, Hong Kong, China · Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China

  60. SuperVoxelGPT: Adaptive and Ordered 3D Tokenization for Autoregressive Shape Generation

    May 28, 2026Yuan Li, Congyi Zhang, Xifeng Gao +1VoxelAutoregressive Generation

    University of Texas at Dallas, USA · LightSpeed, USA