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 1 / 17 页

  1. CVPR 2026AR2-4FV Anchored Referring and Re-identification for Long-Term Grounding in Fixed-View
  2. CVPR 2026AstraNav-Memory Contexts Compression for Long Memory
  3. CVPR 2026BEV-CAR Enhancing Monocular Birds Eye View Segmentation with Context-Aware Rasterization
  4. CVPR 2026CDICS Delving Into Fine-Grained Attribute for In-Context Segmentation via Compositional
  5. CVPR 2026CHIRP dataset towards long-term individual-level behavioral monitoring of bird populations
  6. CVPR 2026Common Inpainted Objects In-N-Out of Context
  7. CVPR 2026Deformation-based In-Context Learning for Point Cloud Understanding
  8. CVPR 2026Expanding Spatial and Temporal Context for Robotic Imitation Learning With
  9. CVPR 2026Featurising Pixels from Dynamic 3D Scenes with Linear In-Context Learners
  10. CVPR 2026FedCART Tackling Long-Tailed Distributions in Federated Adversarial Training via Classifier
  11. CVPR 2026Fine-Tuning Impairs the Balancedness of Foundation Models in Long-tailed Personalized
  12. CVPR 2026FoSS Modeling Long-Range Dependencies and Multimodal Uncertainty in Trajectory Prediction
  13. CVPR 2026INSID3 Training-Free In-Context Segmentation with DINOv3
  14. CVPR 2026Long-SCOPE Fully Sparse Long-Range Cooperative 3D Perception
  15. CVPR 2026Long-Tail Internet Photo Reconstruction
  16. CVPR 2026Meta-Learning In-Context Enables Training-Free Cross Subject Brain Decoding
  17. CVPR 2026MoRel Long-Range Flicker-Free 4D Motion Modeling via Anchor Relay-based Bidirectioanl
  18. CVPR 2026MuKV Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering
  19. CVPR 2026Perceiving the Near Reasoning the Distant Coherent Long-Horizon Trajectory Prediction
  20. CVPR 2026PersonaVLM Long-Term Personalized Multimodal LLMs
  21. CVPR 2026PR-MaGIC Prompt Refinement Via Mask Decoder Gradient Flow For In-Context
  22. CVPR 2026Recurrent Reasoning with Vision-Language Models for Estimating Long-Horizon Embodied Task
  23. CVPR 2026Reframing Long-Tailed Learning via Loss Landscape Geometry
  24. CVPR 2026Seeing Conversations Communication Context Identification in Egocentric Video
  25. CVPR 2026Semantic Context Matters Improving Conditioning for Autoregressive Models
  26. CVPR 2026SemLT3D Semantic-Guided Expert Distillation for Camera-only Long-Tailed 3D Object Detection
  27. CVPR 2026Taming the Long Tail Rebalancing Adversarial Training via Adaptive Perturbation
  28. CVPR 2026tttLRM Test-Time Training for Long Context and Autoregressive 3D Reconstruction
  29. CVPR 2026VecAttention Vector-wise Sparse Attention for Accelerating Long Context Inference
  30. CVPR 2026Video Panels for Long Video Understanding
  31. CVPR 2026Wavelet-based Frame Selection by Detecting Semantic Boundary for Long Video
  32. ICLR 2026Adversarially Pretrained Transformers may be Universally Robust In-Context Learners
  33. ICLR 2026AgentFold: Long-Horizon Web Agents with Proactive Context Folding
  34. ICLR 2026Agentic Context Engineering: Learning Comprehensive Contexts for Self-Improving Language Models
  35. ICLR 2026AMemGym: Interactive Memory Benchmarking for Assistants in Long-Horizon Conversations
  36. ICLR 2026An evolutionary perspective on modes of learning in Transformers
  37. ICLR 2026Autoencoding-Free Context Compression for LLMs via Contextual Semantic Anchors
  38. ICLR 2026AutoSP: Unlocking Long-Context LLM Training Via Compiler-Based Sequence Parallelism
  39. ICLR 2026Bayesian Attention Mechanism: A Probabilistic Framework for Positional Encoding and Context Length Extrapolation
  40. ICLR 2026Beyond Length: Quantifying Long-Range Information for Long-Context LLM Pretraining Data
  41. ICLR 2026Beyond RAG vs. Long-Context: Learning Distraction-Aware Retrieval for Efficient Knowledge Grounding
  42. ICLR 2026Beyond Real: Imaginary Extension of Rotary Position Embeddings for Long-Context LLMs
  43. ICLR 2026Cache What Lasts: Token Retention for Memory-Bounded KV Cache in LLMs
  44. ICLR 2026Cartridges: Lightweight and general-purpose long context representations via self-study
  45. ICLR 2026CDBridge: A Cross-omics Post-training Bridge Strategy for Context-aware Biological Modeling
  46. ICLR 2026Channel-Aware Mixed-Precision Quantization for Efficient Long-Context Inference
  47. ICLR 2026COMI: Coarse-to-fine Context Compression via Marginal Information Gain
  48. ICLR 2026Context and Diversity Matter: The Emergence of In-Context Learning in World Models
  49. ICLR 2026ContextNav: Towards Agentic Multimodal In-Context Learning
  50. ICLR 2026Continuum Transformers Perform In-Context Learning by Operator Gradient Descent

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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