Lune

ICLR2025顶会

SlowFast-VGen: Slow-Fast Learning for Action-Driven Long Video Generation

Yining Hong, Beide Liu, Maxine Wu, Yuanhao Zhai, Kai-Wei Chang, Linjie Li, Kevin Lin, Chung-Ching Lin, Jianfeng Wang, Zhengyuan Yang, Ying Nian Wu, Lijuan Wang

问 Lune

摘要

Published as a conference paper at ICLR 2025 compared to 782, and maintaining consistency in longer videos, with an average of 0.37 scene cuts versus 0.89. The slow-fast learning loop algorithm significantly enhances performances on long-horizon planning tasks as well.

问 Lune

尽管问,回答会引用原文。

Lune 会读完全文和相关的 Paper,每个回答都附上所依据的原文段落。

可以从这些问题问起

Lune 的依据

全文 · 引用它的 11 篇顶会 Paper · 相关的 Paper

获取答案

免费开始,无需绑卡

引用它的顶会 Paper11

  1. WorldMem: Long-term Consistent World Simulation with MemoryZeqi Xiao, Yushi Lan, Yifan Zhou, Wenqi Ouyang 等NeurIPS 2025 · 165 次引用
  2. Video World Models with Long-term Spatial MemoryTong Wu, Shuai Yang, Ryan Po, Yinghao Xu 等NeurIPS 2025 · 145 次引用
  3. Frame Context Packing and Drift Prevention in Next-Frame-Prediction Video Diffusion ModelsLvmin Zhang, Shengqu Cai, Muyang Li, Gordon Wetzstein 等NeurIPS 2025 · 132 次引用
  4. Learning World Models for Interactive Video GenerationTaiye Chen, Xun Hu, Zihan Ding, Chi JinNeurIPS 2025 · 37 次引用
  5. Learning 3D Persistent Embodied World ModelsSiyuan Zhou, Yilun Du, Yuncong Yang, Lei Han 等NeurIPS 2025 · 34 次引用

它引用的 Paper18

  1. Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh 等ICML 2021 · 47,906 次引用
  2. LoRA: Low-Rank Adaptation of Large Language ModelsEdward J. Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu 等ICLR 2022 · 18,833 次引用
  3. High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser 等CVPR 2022 · 13,123 次引用
  4. Video Diffusion ModelsJonathan Ho, Tim Salimans, Alexey A. Gritsenko, William Chan 等NeurIPS 2022 · 2,948 次引用
  5. AnimateDiff: Animate Your Personalized Text-to-Image Diffusion Models without Specific TuningYuwei Guo, Ceyuan Yang, Anyi Rao, Zhengyang Liang 等ICLR 2024 · 1,493 次引用

相关 Paper

  1. LoViC: Efficient Long Video Generation with Context CompressionJiaxiu Jiang, Wenbo Li, Jingjing Ren, Yuping Qiu, Renjing Pei, Fenglong Song, Yong Guo, Xiaogang Xu, Han Wu, Wangmeng ZuoCVPR Findings 2026
  2. Driving Into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous DrivingYuqi Wang, Jiawei He, Lue Fan, Hongxin Li 等CVPR 2024
  3. Scene Consistency Representation Learning for Video Scene SegmentationHaoqian Wu, Keyu Chen, Yanan Luo, Ruizhi Qiao 等CVPR 2022 · 19 次引用
  4. StarGen: A Spatiotemporal Autoregression Framework with Video Diffusion Model for Scalable and Controllable Scene GenerationShangjin Zhai, Zhichao Ye, Jialin Liu, Weijian Xie 等CVPR 2025
  5. FastFlow: Accelerating The Generative Flow Matching Models with Bandit InferenceDivya Jyoti Bajpai, Dhruv Bhardwaj, Soumya Roy, Tejas Duseja 等ICLR 2026 · 3 次引用
黄昏的海面,两侧是细线勾勒的悬崖