文生视频论文趋势 2023–2026

主要结论

• 文生视频论文从 2023 年的 170 篇增长到 2026 年的 448 篇，三年间扩大到约 2.6 倍。
• CVPR 是发文生视频论文最多的会议，2023–2026 年共 574 篇，占四个会议总量的 48%。
• 交叉方向里涨得最快的是深度学习 · generative models and autoencoders：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 26 篇。
• 在「多模态生成」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的叙事生成是 15 倍，文生视频是 2.6 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives
• ICML 2026DFSAttn: Dynamic Fine-grained Sparse Attention for Efficient Video Generation
• ICLR 2026$PhyWorldBench$: A Comprehensive Evaluation of Physical Realism in Text-to-Video Models
• CVPR 20263D-Aware Implicit Motion Control for View-Adaptive Human Video Generation
• NeurIPS 2025Dynamic Shadow Unveils Invisible Semantics for Video Outpainting
• ICML 2025GRADEO: Towards Human-Like Evaluation for Text-to-Video Generation via Multi-Step Reasoning
• ICLR 20253DTrajMaster: Mastering 3D Trajectory for Multi-Entity Motion in Video Generation
• CVPR 20254D-Fly: Fast 4D Reconstruction from a Single Monocular Video
• NeurIPS 2024ChronoMagic-Bench: A Benchmark for Metamorphic Evaluation of Text-to-Time-lapse Video Generation
• ICML 2024Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
• ICLR 2024Provable Robust Watermarking for AI-Generated Text
• CVPR 2024Enhanced Motion-Text Alignment for Image-to-Video Transfer Learning
• NeurIPS 2023Any-to-Any Generation via Composable Diffusion
• ICML 2023Controlled Text Generation with Natural Language Instructions
• ICLR 2023CogVideo: Large-scale Pretraining for Text-to-Video Generation via Transformers
• CVPR 20231000 FPS HDR Video With a Spike-RGB Hybrid Camera
• NeurIPS 2026Character Mixing for Video Generation
• ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
• ICLR 2026Anchor Frame Bridging for Coherent First-Last Frame Video Generation
• CVPR 2026Building a Precise Video Language with Human-AI Oversight

全部文生视频论文

共 17 篇，第 1 / 1 页

1. ICML 2023AudioLDM: Text-to-Audio Generation with Latent Diffusion Models
2. ICML 2023Controlled Text Generation with Natural Language Instructions
3. ICML 2023Hyperbolic Image-text Representations
4. ICML 2023Is Overfitting Necessary for Implicit Video Representation?
5. ICML 2023Long-Term Rhythmic Video Soundtracker
6. ICML 2023Muse: Text-To-Image Generation via Masked Generative Transformers
7. ICML 2023Nugget: Neural Agglomerative Embeddings of Text
8. ICML 2023On the Robustness of Text Vectorizers
9. ICML 2023Prefer to Classify: Improving Text Classifiers via Auxiliary Preference Learning
10. ICML 2023PromptBoosting: Black-Box Text Classification with Ten Forward Passes
11. ICML 2023Rethinking Warm-Starts with Predictions: Learning Predictions Close to Sets of Optimal Solutions for Faster $\text{L}$-/$\text{L}^\natural$-Convex Function Minimization
12. ICML 2023Semi-Offline Reinforcement Learning for Optimized Text Generation
13. ICML 2023Temporally Consistent Transformers for Video Generation
14. ICML 2023Text Generation with Diffusion Language Models: A Pre-training Approach with Continuous Paragraph Denoise
15. ICML 2023Text-To-4D Dynamic Scene Generation
16. ICML 2023Text-To-Concept (and Back) via Cross-Model Alignment
17. ICML 2023Towards Learning to Imitate from a Single Video Demonstration

常见问题

2023–2026 年四大会议一共有多少篇文生视频论文？

共 1,185 篇，按年份分别是 2023 年 170 篇、2024 年 247 篇、2025 年 320 篇、2026 年 448 篇。

NeurIPS 2026 有多少篇文生视频论文？

NeurIPS 2026 有 101 篇文生视频论文，上一届是 91 篇。

ICLR 2026 有多少篇文生视频论文？

ICLR 2026 有 94 篇文生视频论文，上一届是 59 篇。

ICML 2026 有多少篇文生视频论文？

ICML 2026 有 55 篇文生视频论文，上一届是 14 篇。

CVPR 2026 有多少篇文生视频论文？

CVPR 2026 有 198 篇文生视频论文，上一届是 156 篇。

哪个会议的文生视频论文最多？

CVPR，2023–2026 年共 574 篇。