长上下文论文趋势 2023–2026

长窗口建模

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 838 篇被归入该主题的论文。

主要结论

每年论文数

各会议论文数

按年份和会议统计

长上下文论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
20231818151566
202452436021176
202598875317255
2026130829831341

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

全部长上下文论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 230 篇，第 5 / 5 页

  1. ICLR 2024One Step of Gradient Descent is Provably the Optimal In-Context Learner with One Layer of Linear Self-Attention
  2. ICLR 2024Periodicity Decoupling Framework for Long-term Series Forecasting
  3. ICLR 2024PoSE: Efficient Context Window Extension of LLMs via Positional Skip-wise Training
  4. ICLR 2024RECOMP: Improving Retrieval-Augmented LMs with Context Compression and Selective Augmentation
  5. ICLR 2024Retrieval meets Long Context Large Language Models
  6. ICLR 2024RingAttention with Blockwise Transformers for Near-Infinite Context
  7. ICLR 2024Robustifying State-space Models for Long Sequences via Approximate Diagonalization
  8. ICLR 2024Stack Attention: Improving the Ability of Transformers to Model Hierarchical Patterns
  9. ICLR 2024The Cost of Scaling Down Large Language Models: Reducing Model Size Affects Memory before In-context Learning
  10. ICLR 2024Towards Offline Opponent Modeling with In-context Learning
  11. ICLR 2024Transformer-VQ: Linear-Time Transformers via Vector Quantization
  12. ICLR 2024YaRN: Efficient Context Window Extension of Large Language Models
  13. ICLR 2023$k$NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference
  14. ICLR 2023Artificial Neuronal Ensembles with Learned Context Dependent Gating
  15. ICLR 2023CUDA: Curriculum of Data Augmentation for Long-tailed Recognition
  16. ICLR 2023Decoupled Training for Long-Tailed Classification With Stochastic Representations
  17. ICLR 2023Delving into Semantic Scale Imbalance
  18. ICLR 2023Evaluating Long-Term Memory in 3D Mazes
  19. ICLR 2023Generate rather than Retrieve: Large Language Models are Strong Context Generators
  20. ICLR 2023In-context Reinforcement Learning with Algorithm Distillation
  21. ICLR 2023Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models
  22. ICLR 2023Long Range Language Modeling via Gated State Spaces
  23. ICLR 2023Long-Tailed Learning Requires Feature Learning
  24. ICLR 2023Long-Tailed Partial Label Learning via Dynamic Rebalancing
  25. ICLR 2023MICN: Multi-scale Local and Global Context Modeling for Long-term Series Forecasting
  26. ICLR 2023On the Effectiveness of Out-of-Distribution Data in Self-Supervised Long-Tail Learning.
  27. ICLR 2023Simplified State Space Layers for Sequence Modeling
  28. ICLR 2023Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors
  29. ICLR 2023What learning algorithm is in-context learning? Investigations with linear models
  30. ICLR 2023What Makes Convolutional Models Great on Long Sequence Modeling?

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 查长上下文在 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": "long-context"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

常见问题

2023–2026 年四大会议一共有多少篇长上下文论文？
共 838 篇，按年份分别是 2023 年 66 篇、2024 年 176 篇、2025 年 255 篇、2026 年 341 篇。
NeurIPS 2026 有多少篇长上下文论文？
NeurIPS 2026 有 130 篇长上下文论文，上一届是 98 篇。
ICLR 2026 有多少篇长上下文论文？
ICLR 2026 有 82 篇长上下文论文，上一届是 87 篇。
ICML 2026 有多少篇长上下文论文？
ICML 2026 有 98 篇长上下文论文，上一届是 53 篇。
CVPR 2026 有多少篇长上下文论文？
CVPR 2026 有 31 篇长上下文论文，上一届是 17 篇。
哪个会议的长上下文论文最多？
NeurIPS，2023–2026 年共 298 篇。

「长上下文与记忆」下的其他主题