Autoregressive Video Generation beyond Next Frames Prediction
Fuente:
arXiv
Saved in:
| Main Authors: | Ren, Sucheng, Chen, Chen, Wang, Zhenbang, Song, Liangchen, Zhu, Xiangxin, Yuille, Alan, Yang, Yinfei, Lu, Jiasen |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Large Language Models are Universal Reasoners for Visual Generation
by: Ren, Sucheng, et al.
Published: (2026)
by: Ren, Sucheng, et al.
Published: (2026)
Beyond Next-Token: Next-X Prediction for Autoregressive Visual Generation
by: Ren, Sucheng, et al.
Published: (2025)
by: Ren, Sucheng, et al.
Published: (2025)
ARVideo: Autoregressive Pretraining for Self-Supervised Video Representation Learning
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
ViMix-14M: A Curated Multi-Source Video-Text Dataset with Long-Form, High-Quality Captions and Crawl-Free Access
by: Yang, Timing, et al.
Published: (2025)
by: Yang, Timing, et al.
Published: (2025)
FlowAR: Scale-wise Autoregressive Image Generation Meets Flow Matching
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
Learning from Next-Frame Prediction: Autoregressive Video Modeling Encodes Effective Representations
by: Li, Jinghan, et al.
Published: (2025)
by: Li, Jinghan, et al.
Published: (2025)
AToken: A Unified Tokenizer for Vision
by: Lu, Jiasen, et al.
Published: (2025)
by: Lu, Jiasen, et al.
Published: (2025)
VideoAR: Autoregressive Video Generation via Next-Frame & Scale Prediction
by: Ji, Longbin, et al.
Published: (2026)
by: Ji, Longbin, et al.
Published: (2026)
Frequency-Aware Flow Matching for High-Quality Image Generation
by: Ren, Sucheng, et al.
Published: (2026)
by: Ren, Sucheng, et al.
Published: (2026)
Grouping First, Attending Smartly: Training-Free Acceleration for Diffusion Transformers
by: Ren, Sucheng, et al.
Published: (2025)
by: Ren, Sucheng, et al.
Published: (2025)
Long-Context Autoregressive Video Modeling with Next-Frame Prediction
by: Gu, Yuchao, et al.
Published: (2025)
by: Gu, Yuchao, et al.
Published: (2025)
Rejuvenating image-GPT as Strong Visual Representation Learners
by: Ren, Sucheng, et al.
Published: (2023)
by: Ren, Sucheng, et al.
Published: (2023)
Autoregressive Pretraining with Mamba in Vision
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
CAR-Flow: Condition-Aware Reparameterization Aligns Source and Target for Better Flow Matching
by: Chen, Chen, et al.
Published: (2025)
by: Chen, Chen, et al.
Published: (2025)
Next Patch Prediction for Autoregressive Visual Generation
by: Pang, Yatian, et al.
Published: (2024)
by: Pang, Yatian, et al.
Published: (2024)
Next Block Prediction: Video Generation via Semi-Autoregressive Modeling
by: Ren, Shuhuai, et al.
Published: (2025)
by: Ren, Shuhuai, et al.
Published: (2025)
Spiral RoPE: Rotate Your Rotary Positional Embeddings in the 2D Plane
by: Liu, Haoyu, et al.
Published: (2026)
by: Liu, Haoyu, et al.
Published: (2026)
ViT-5: Vision Transformers for The Mid-2020s
by: Wang, Feng, et al.
Published: (2026)
by: Wang, Feng, et al.
Published: (2026)
Pico-Banana-400K: A Large-Scale Dataset for Text-Guided Image Editing
by: Qian, Yusu, et al.
Published: (2025)
by: Qian, Yusu, et al.
Published: (2025)
GenAR: Next-Scale Autoregressive Generation for Spatial Gene Expression Prediction
by: Ouyang, Jiarui, et al.
Published: (2025)
by: Ouyang, Jiarui, et al.
Published: (2025)
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
STIV: Scalable Text and Image Conditioned Video Generation
by: Lin, Zongyu, et al.
Published: (2024)
by: Lin, Zongyu, et al.
Published: (2024)
Pretraining Frame Preservation for Lightweight Autoregressive Video History Embedding
by: Zhang, Lvmin, et al.
Published: (2025)
by: Zhang, Lvmin, et al.
Published: (2025)
TempoMaster: Efficient Long Video Generation via Next-Frame-Rate Prediction
by: Ma, Yukuo, et al.
Published: (2025)
by: Ma, Yukuo, et al.
Published: (2025)
GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing
by: Qian, Yusu, et al.
Published: (2025)
by: Qian, Yusu, et al.
Published: (2025)
Next-Frame Decoding for Ultra-Low-Bitrate Image Compression with Video Diffusion Priors
by: Chen, Yunuo, et al.
Published: (2026)
by: Chen, Yunuo, et al.
Published: (2026)
Mamba-R: Vision Mamba ALSO Needs Registers
by: Wang, Feng, et al.
Published: (2024)
by: Wang, Feng, et al.
Published: (2024)
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion Models
by: Zhang, Lvmin, et al.
Published: (2025)
by: Zhang, Lvmin, et al.
Published: (2025)
Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency
by: Wang, Feng, et al.
Published: (2024)
by: Wang, Feng, et al.
Published: (2024)
VideoAuteur: Towards Long Narrative Video Generation
by: Xiao, Junfei, et al.
Published: (2025)
by: Xiao, Junfei, et al.
Published: (2025)
UniGen: Enhanced Training & Test-Time Strategies for Unified Multimodal Understanding and Generation
by: Tian, Rui, et al.
Published: (2025)
by: Tian, Rui, et al.
Published: (2025)
UniGen-1.5: Enhancing Image Generation and Editing through Reward Unification in Reinforcement Learning
by: Tian, Rui, et al.
Published: (2025)
by: Tian, Rui, et al.
Published: (2025)
CLIP-UP: A Simple and Efficient Mixture-of-Experts CLIP Training Recipe with Sparse Upcycling
by: Wang, Xinze, et al.
Published: (2025)
by: Wang, Xinze, et al.
Published: (2025)
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding
by: Xu, Mingze, et al.
Published: (2025)
by: Xu, Mingze, et al.
Published: (2025)
Generative Inbetweening through Frame-wise Conditions-Driven Video Generation
by: Zhu, Tianyi, et al.
Published: (2024)
by: Zhu, Tianyi, et al.
Published: (2024)
Generative World Explorer
by: Lu, Taiming, et al.
Published: (2024)
by: Lu, Taiming, et al.
Published: (2024)
WorldEdit: Towards Open-World Image Editing with a Knowledge-Informed Benchmark
by: Lin, Wang, et al.
Published: (2026)
by: Lin, Wang, et al.
Published: (2026)
Not All Frames Deserve Full Computation: Accelerating Autoregressive Video Generation via Selective Computation and Predictive Extrapolation
by: Cui, Hanshuai, et al.
Published: (2026)
by: Cui, Hanshuai, et al.
Published: (2026)
Similar Items
-
Large Language Models are Universal Reasoners for Visual Generation
by: Ren, Sucheng, et al.
Published: (2026) -
Beyond Next-Token: Next-X Prediction for Autoregressive Visual Generation
by: Ren, Sucheng, et al.
Published: (2025) -
ARVideo: Autoregressive Pretraining for Self-Supervised Video Representation Learning
by: Ren, Sucheng, et al.
Published: (2024) -
ViMix-14M: A Curated Multi-Source Video-Text Dataset with Long-Form, High-Quality Captions and Crawl-Free Access
by: Yang, Timing, et al.
Published: (2025) -
FlowAR: Scale-wise Autoregressive Image Generation Meets Flow Matching
by: Ren, Sucheng, et al.
Published: (2024)