叙事生成论文趋势 2023–2026
长序列生成
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 100 篇被归入该主题的论文。
主要结论
- 叙事生成论文从 2023 年的 4 篇增长到 2026 年的 61 篇，三年间扩大到约 15 倍。
- NeurIPS 是发叙事生成论文最多的会议，2023–2026 年共 33 篇，占四个会议总量的 33%。
- 交叉方向里涨得最快的是文生视频：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 22 篇。
- 在「多模态生成」的 5 个主题里，它的 2026 年论文数排第 4；同组增长最快的视听生成是 3.7 倍，叙事生成是 15 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 1 | 1 | 0 | 2 | 4 |
| 2024 | 4 | 2 | 2 | 3 | 11 |
| 2025 | 9 | 5 | 3 | 7 | 24 |
| 2026 | 19 | 17 | 9 | 16 | 61 |
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 2026AdaPCLA: Curriculum Prior Internalization For Long-Tailed Longitudinal EHR Generation
- ICML 2026Controlled SDEs for Long-Horizon Motion Generation under Latent Decision Uncertainty
- ICLR 2026ExpertLongBench: Benchmarking Language Models on Expert-Level Long-Form Generation Tasks with Structured Checklists
- CVPR 2026Endless World Real-Time 3D-Aware Long Video Generation
- NeurIPS 2025Deep Compositional Phase Diffusion for Long Motion Sequence Generation
- ICML 2025TokenSwift: Lossless Acceleration of Ultra Long Sequence Generation
- ICLR 2025LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs
- CVPR 2025FreeCloth: Free-form Generation Enhances Challenging Clothed Human Modeling
- NeurIPS 2024LVD-2M: A Long-take Video Dataset with Temporally Dense Captions
- ICML 2024Viewing Transformers Through the Lens of Long Convolutions Layers
- ICLR 2024Achieving Human Parity in Content-Grounded Datasets Generation
- CVPR 2024MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning
- NeurIPS 2023Unlimiformer: Long-Range Transformers with Unlimited Length Input
- ICLR 2023Long-Tailed Partial Label Learning via Dynamic Rebalancing
- CVPR 2023Relational Space-Time Query in Long-Form Videos
- NeurIPS 2026Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation
- ICML 2026Embedding Trust: Semantic Isotropy Predicts Nonfactuality in Long-Form Text Generation
- ICLR 2026LongLive: Real-time Interactive Long Video Generation
- CVPR 2026HoloCine Holistic Generation of Cinematic Multi-Shot Long Video Narratives
- NeurIPS 2025Keep It on a Leash: Controllable Pseudo-label Generation Towards Realistic Long-Tailed Semi-Supervised Learning
全部叙事生成论文
共 19 篇，第 1 / 1 页
- NeurIPS 2026AdaPCLA: Curriculum Prior Internalization For Long-Tailed Longitudinal EHR Generation
- NeurIPS 2026AgentOdyssey: Open-Ended Long-Horizon Text Game Generation for Test-Time Continual Learning Agents
- NeurIPS 2026CausalCine: Real-Time Autoregressive Generation for Multi-Shot Video Narratives
- NeurIPS 2026Controlling Transient Amplification Improves Long-horizon Rollouts
- NeurIPS 2026Diffusion Thinking for Fast Long-Form Spatial Reasoning in Vision--Language Models
- NeurIPS 2026GeoMemory: Geometry-Indexed Memory for Long-Horizon Interactive Video Generation
- NeurIPS 2026Learning-to-Memorize: Dynamic Context Management for Long-Horizon Autoregressive Video Generation
- NeurIPS 2026LogicTree-RAG: Logic Tree-guided Retrieval-Augmented Generation for Long-form Patent Drafting
- NeurIPS 2026Long-Context Generation Is a Sampling Problem
- NeurIPS 2026Make Each Token Count: Towards Improving Long-Context Performance with KV Cache Eviction
- NeurIPS 2026Memorize When Needed: Decoupled Memory Control for Spatially Consistent Long-Horizon Video Generation
- NeurIPS 2026MEV: A Multi-Event Video Dataset for Long-Take Generation
- NeurIPS 2026MilliVid: Adaptive Latents for Long-Range Consistency in Video Generation
- NeurIPS 2026Prefix Likelihood-Ratio Control: Tail-Stable Training for Long-Horizon Language Generation
- NeurIPS 2026ReSCUE: Re-translation with Sentence Commitment for Unsegmented Long-Form Simultaneous Sign Language Translation
- NeurIPS 2026Reweighted Flow Matching via Unbalanced Optimal Transport for Label-free Long-tailed Generation
- NeurIPS 2026SaaSBench: Exploring the Boundaries of Coding Agents in Long-Horizon Enterprise SaaS Engineering
- NeurIPS 2026Structured State-Space Regularization for Generation-Friendly Image Tokenization
- NeurIPS 2026When Should LLMs Be Less Specific? Selective Abstraction for Reliable Long-Form Text Generation
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查叙事生成在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "storytelling-generation"}
常见问题
- 2023–2026 年四大会议一共有多少篇叙事生成论文？
- 共 100 篇，按年份分别是 2023 年 4 篇、2024 年 11 篇、2025 年 24 篇、2026 年 61 篇。
- NeurIPS 2026 有多少篇叙事生成论文？
- NeurIPS 2026 有 19 篇叙事生成论文，上一届是 9 篇。
- ICLR 2026 有多少篇叙事生成论文？
- ICLR 2026 有 17 篇叙事生成论文，上一届是 5 篇。
- ICML 2026 有多少篇叙事生成论文？
- ICML 2026 有 9 篇叙事生成论文，上一届是 3 篇。
- CVPR 2026 有多少篇叙事生成论文？
- CVPR 2026 有 16 篇叙事生成论文，上一届是 7 篇。
- 哪个会议的叙事生成论文最多？
- NeurIPS，2023–2026 年共 33 篇。