Autoregressive Diffusion

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

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Latest papers 39

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Unified Multi-plane Autoregressive Diffusion for 3D Multi-contrast MRI Synthesis
Oct 7, 2026Yejee Shin, Geonhui Son, Jinglu Wang +3Medical Image Synthesis 3D Diffusion Models
Yonsei University · Microsoft Research Asia · Korea Institute of Science and Technology
S2PD: Serial-to-Parallel Diffusion for Physically and Logically Consistent Video Generation
Oct 5, 2026Jeffrey Hu, Daniel Olmeda Reino, Ayush TewariPhysical Consistency in Video Generation Video Diffusion Models
University of Cambridge · Toyota Motor Europe
Rollout-Marginal Distillation for Long-Horizon Autoregressive Video Generation
Sep 29, 2026Chenjian Gao, Zhihao Hu, Jianqi Ma +3Autoregressive Diffusion Long-Horizon Video Generation
MMLab, The Chinese University of Hong Kong · Tencent AIPD
Diffusion Drafts, AR Verifies: Accelerating Document OCR with Self-Speculative Decoding
Sep 22, 2026Dohyun Kim, Sungjun Han, Hyungguk Kim +4Autoregressive Diffusion Speculative Decoding
Trillion Labs · Korea University · Seoul National University
Zarya: A Hybrid Autoregressive--Masked Diffusion Language Model with Flexible Training and Dual-Mode Inference
Sep 17, 2026Leonid Sinev, Ilya Koziev, Vladislav LeshchukMasked Diffusion Models Autoregressive Diffusion
MAD-HOI: Masked Autoregressive Diffusion for Generating Articulated Hand Object Interactions from Text
Aug 10, 2026Ananya Bal, Kartik Sharma, Ethan Lai +4HOI Generation Autoregressive Diffusion
Carnegie Mellon University
FreqForcing: Autoregressive Long Video Generation via Spectral Self-Anchoring
Jul 29, 2026Jiatong Li, Leo Liang, Linghe Kong +1Video Diffusion Models Autoregressive Diffusion
Shanghai Jiao Tong University · Tencent HY Team
Self Gradient Forcing: Native Long Video Extrapolation
Jul 22, 2026Junhao Zhuang, Shiyi Zhang, Yuxuan Bian +11Video Diffusion Models Autoregressive Diffusion
Joy Future Academy, JD
Test-Time Noise Guided Adaptation for Realistic Autoregressive Video Generation
Jul 17, 2026Dimitrios Karageorgiou, Symeon Papadopoulos, Ioannis Kompatsiaris +1Diffusion Model Guidance Video Diffusion Models
Information Technologies Institute, CERTH, Thessaloniki, Greece · University of Amsterdam, Amsterdam, The Netherlands
OPSD-V: On-Policy Self-Distillation for Post-Training Few-Step Autoregressive Video Generators
Jul 9, 2026Hongyu Liu, Chun Wang, Feng Gao +6Video Diffusion Models Autoregressive Diffusion
Meituan · HKUST · City University of Hong Kong
SAGA: Stable Acceleration Guidance for Autoregressive Video Generation
Jul 9, 2026Thanh-Nhan Vo, Trong-Thuan Nguyen, Trung-Hoang Le +2Video Diffusion Models Autoregressive Diffusion
University of Science, VNU-HCM, Vietnam · Vietnam National University, Ho Chi Minh City, Vietnam · University of Dayton, U.S.A.
Nemotron-Labs-Diffusion: A Tri-Mode Language Model Unifying Autoregressive, Diffusion, and Self-Speculation Decoding
Jul 7, 2026Yonggan Fu, Lexington Whalen, Abhinav Garg +23Autoregressive Diffusion Autoregressive Language Modeling
NVIDIA · Georgia Tech · Work done during internships at NVIDIA +3
Flex-Forcing: Towards a Unified Autoregressive and Bidirectional Video Diffusion Model
Jul 3, 2026Xinyin Ma, Julius Berner, Chao Liu +3Video Diffusion Models Autoregressive Diffusion
Electrical and Computer Engineering, National University of Singapore, Singapore · NVIDIA Research, California, USA
Bidirectional Autoregressive Latent Diffusion for Forward and Inverse Magnetohydrodynamics
Jun 28, 2026Alexander ScheinkerUncertainty Quantification Autoregressive Diffusion
Los Alamos National Laboratory, Los Alamos, NM, 87545.
TempAct: Advancing Temporal Plausibility in Autoregressive Video Generation via Planner-Executor RL
Jun 26, 2026Jing Wang, Xiangxin Zhou, Jiajun Liang +5Autoregressive Diffusion RL for Video Generation
Shenzhen Campus of Sun Yat-Sen University · Tencent Hunyuan · Tsinghua University +2
Speculative Refinement: A Hybrid Autoregressive Diffusion Decoding Strategy and Its Behavior Across Benchmarks
Jun 25, 2026Aditi Gupta, Neel Mishra, Kushagra Trivedi +1Masked Diffusion Models Language Model Generation Evaluation
IIIT Hyderabad, India · Microsoft
Nemotron-Labs-TwoTower: Diffusion Language Modeling with Pretrained Autoregressive Context
Jun 25, 2026Fitsum Reda, John Kamalu, Roger Waleffe +3Autoregressive Diffusion Blockwise Diffusion Language Models
NVIDIA
Causal-rCM: A Unified Teacher-Forcing and Self-Forcing Open Recipe for Autoregressive Diffusion Distillation in Streaming Video Generation and Interactive World Models
Jun 24, 2026Kaiwen Zheng, Guande He, Min Zhao +7Action-Conditioned Video Generation Autoregressive Diffusion
Tsinghua University · UT Austin · NVIDIA
Context-Aware Autoregressive Diffusion for Gloss-Wise Sign Language Production
Jun 19, 2026JungHoon Sung, Boeun Kim, Chu Xin +4Autoregressive Diffusion Human Motion Generation
Dankook University · University of Birmingham
PepALD: Macrocyclic Peptide Generation via Autoregressive Latent Diffusion
Jun 12, 2026Junming Zhang, Siyu Yi, Wei Ju +1Diffusion Model Alignment Autoregressive Diffusion
College of Computer Science, Sichuan University, Chengdu, 610065, China · School of Mathematics, Sichuan University, Chengdu, 610065, China · School of Artificial Intelligence, Sichuan University, Chengdu, 610065, China +1
Data-Efficient Autoregressive-to-Diffusion Language Models via On-Policy Distillation
Jun 4, 2026Xingyu Su, Jacob Helwig, Shubham Parashar +6Autoregressive Diffusion Language Model Distillation
Department of Computer Science and Engineering, Texas A&M University · Department of Bioinformatics and Systems Medicine,2026 University of Texas Health Science Center at Houston · Department of Electrical and Computer Engineering, Texas A&M UniversityJun 4
DSA: Dynamic Step Allocation for Fast Autoregressive Video Generation
Jun 3, 2026Thanh-Tung Le, Yunhan Zhao, Menglei Chai +5Autoregressive Diffusion Real-Time Interactive Video Generation
University of California, Irvine · Google · Google DeepMind
Video-Mirai: Autoregressive Video Diffusion Models Need Foresight
Jun 2, 2026Yonghao Yu, Lang Huang, Runyi Li +2Video Diffusion Models Autoregressive Diffusion
The University of Tokyo · National Institute of Informatics · Peking University
LongLive-RAG: A General Retrieval-Augmented Framework for Long Video Generation
Jun 1, 2026Qixin Hu, Shuai Yang, Wei Huang +2Autoregressive Diffusion Long Video Generation
NVIDIA · USC · MIT
AR Forcing: Towards Long-Horizon Robot Navigation World Model
May 29, 2026Yifei Yang, Zehua Fan, Huan Li +9World Models for Robotics Autoregressive Diffusion
Institute for AI Industry Research, Tsinghua University · Shanghai Jiao Tong University · School of Safety Science, Tsinghua University +2
Towards Streaming Synchronized Spatial Audio Generation via Autoregressive Diffusion Transformer
May 29, 2026Ke Lei, Yu Zhang, Changhao Pan +4Text-to-Audio Generation Audio-Video Generation
1Zhejiang University, China · 2ByteDance
Focused Forcing: Content-Aware Per-Frame KV Selection for Efficient Autoregressive Video Diffusion
May 18, 2026Peiliang Cai, Evelyn Zhang, Jiacheng Liu +8Video Diffusion Models Autoregressive Diffusion
1SJTU · 2SDU · 3HUST +4
Dynamic Chunking for Diffusion Language Models
May 15, 2026Yichen Zhu, Xiaoming Shi, Peng Zhao +3Document Chunking Autoregressive Diffusion
CSE, HKUST · Xiaohongshu Inc. · Alibaba group +1
RAVEN: Real-time Autoregressive Video Extrapolation with Consistency-model GRPO
May 14, 2026Yanzuo Lu, Ronglai Zuo, Jiankang DengAutoregressive Diffusion Long-Horizon Video Generation
Imperial College London
Causal Forcing++: Scalable Few-Step Autoregressive Diffusion Distillation for Real-Time Interactive Video Generation
May 14, 2026Min Zhao, Hongzhou Zhu, Kaiwen Zheng +6Autoregressive Diffusion Real-Time Interactive Video Generation
Tsinghua University · ShengShu · Renmin University of China

Oct 7, 2026, cs.CVJ/K move · Enter open · S save

Unified Multi-plane Autoregressive Diffusion for 3D Multi-contrast MRI Synthesis

Yejee Shin, Geonhui Son, Jinglu Wang, Minwoo Jung+2

Yonsei University · Microsoft Research Asia · Korea Institute of Science and Technology

Medical Image Synthesis 3D Diffusion Models Latent Diffusion Models Autoregressive Diffusion

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Acquiring a complete set of magnetic resonance imaging (MRI) contrasts is time-intensive and uncomfortable for patients, despite the diagnostic value of multi-contrast imaging. This motivates synthesizing missing contrasts from those already acquired, which is an inherently 3D problem requiring anatomical coherence across axial, sagittal, and coronal planes. However, fully 3D generative models are often impracti- cal under computational resources that scale cubically with volume size. We propose a unified Multi-Plane Autoregressive Diffusion (MPAD), a latent diffusion framework that achieves full-volume 3D synthesis using efficient plane-wise 2D operations while preserving volumetric coherence. A 3D autoencoder first compresses MRI scans into an isotropic 3D la- tent representation. A 2D diffusion model is then trained to reconstruct masked latent slices of the target contrast, conditioned on both source- contrast slices and unmasked target-contrast slices. During inference, we introduce plane-wise autoregressive synthesis with inter-plane priors. Slices are generated autoregressively in random order within one plane orientation to maintain intra-plane continuity, then propagated as con- ditioning priors to orthogonal plane orientations to enforce inter-plane consistency. Compared to 3D latent diffusion baselines, MPAD reduces training and inference FLOPs by 7x and 3x, respectively, while also lowering inference time and peak memory consumption. Experiments on multiple datasets demonstrate that MPAD achieves superior perfor- mance, generating high-fidelity 3D volumes and supporting one-to-many translation within a single unified model.

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Latest papers 39