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 838 篇，第 8 / 17 页

  1. CVPR 2025LOCORE: Image Re-ranking with Long-Context Sequence Modeling
  2. CVPR 2025Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues
  3. CVPR 2025Mimic In-Context Learning for Multimodal Tasks
  4. CVPR 2025Neural Video Compression with Context Modulation
  5. CVPR 2025OverLoCK: An Overview-first-Look-Closely-next ConvNet with Context-Mixing Dynamic Kernels
  6. CVPR 2025Precise Event Spotting in Sports Videos: Solving Long-Range Dependency and Class Imbalance
  7. CVPR 2025TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions
  8. CVPR 2025Tokenize Image Patches: Global Context Fusion for Effective Haze Removal in Large Images
  9. ICLR 2025$\text{D}_{2}\text{O}$: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models
  10. ICLR 2025A Causal Lens for Learning Long-term Fair Policies
  11. ICLR 2025A Little Goes a Long Way: Efficient Long Context Training and Inference with Partial Contexts
  12. ICLR 2025A Training-Free Sub-quadratic Cost Transformer Model Serving Framework with Hierarchically Pruned Attention
  13. ICLR 2025BenTo: Benchmark Reduction with In-Context Transferability
  14. ICLR 2025Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding
  15. ICLR 2025Can Generative AI Solve Your In-Context Learning Problem? A Martingale Perspective
  16. ICLR 2025Can In-context Learning Really Generalize to Out-of-distribution Tasks?
  17. ICLR 2025Can LLMs Really Learn to Translate a Low-Resource Language from One Grammar Book?
  18. ICLR 2025ChatQA 2: Bridging the Gap to Proprietary LLMs in Long Context and RAG Capabilities
  19. ICLR 2025Competition Dynamics Shape Algorithmic Phases of In-Context Learning
  20. ICLR 2025Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHR Data
  21. ICLR 2025Context-Parametric Inversion: Why Instruction Finetuning May Not Actually Improve Context Reliance
  22. ICLR 2025CURIE: Evaluating LLMs on Multitask Scientific Long-Context Understanding and Reasoning
  23. ICLR 2025DeciMamba: Exploring the Length Extrapolation Potential of Mamba
  24. ICLR 2025Density estimation with LLMs: a geometric investigation of in-context learning trajectories
  25. ICLR 2025Differential learning kinetics govern the transition from memorization to generalization during in-context learning
  26. ICLR 2025Dual Process Learning: Controlling Use of In-Context vs. In-Weights Strategies with Weight Forgetting
  27. ICLR 2025DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads
  28. ICLR 2025FlashMask: Efficient and Rich Mask Extension of FlashAttention
  29. ICLR 2025FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
  30. ICLR 2025Forgetting Transformer: Softmax Attention with a Forget Gate
  31. ICLR 2025From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data
  32. ICLR 2025Gated Delta Networks: Improving Mamba2 with Delta Rule
  33. ICLR 2025GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs
  34. ICLR 2025HELMET: How to Evaluate Long-context Models Effectively and Thoroughly
  35. ICLR 2025Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data
  36. ICLR 2025HOPE for a Robust Parameterization of Long-memory State Space Models
  37. ICLR 2025Human-inspired Episodic Memory for Infinite Context LLMs
  38. ICLR 2025ICLR: In-Context Learning of Representations
  39. ICLR 2025Implicit In-context Learning
  40. ICLR 2025In-context Time Series Predictor
  41. ICLR 2025Inference Scaling for Long-Context Retrieval Augmented Generation
  42. ICLR 2025Is In-Context Learning Sufficient for Instruction Following in LLMs?
  43. ICLR 2025Learning Long Range Dependencies on Graphs via Random Walks
  44. ICLR 2025Learning Randomized Algorithms with Transformers
  45. ICLR 2025Long Context Compression with Activation Beacon
  46. ICLR 2025Long-Context Linear System Identification
  47. ICLR 2025Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG
  48. ICLR 2025Long-tailed Adversarial Training with Self-Distillation
  49. ICLR 2025Long-time asymptotics of noisy SVGD outside the population limit
  50. ICLR 2025LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs

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。

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