长上下文论文趋势 2023–2026

主要结论

• 长上下文论文从 2023 年的 66 篇增长到 2026 年的 341 篇，三年间扩大到约 5.2 倍。
• NeurIPS 是发长上下文论文最多的会议，2023–2026 年共 298 篇，占四个会议总量的 36%。
• 交叉方向里涨得最快的是AI 智能体：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 45 篇。
• 在「长上下文与记忆」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的检索记忆是 6.6 倍，长上下文是 5.2 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 2026Accelerating Long-Context LLM Prefill via Layer-wise Progressive Token Pruning in Local Deployment
• ICML 2026AdaSplash-2: Faster Differentiable Sparse Attention
• ICLR 2026An evolutionary perspective on modes of learning in Transformers
• CVPR 2026AR2-4FV Anchored Referring and Re-identification for Long-Term Grounding in Fixed-View
• NeurIPS 2025A Controllable Examination for Long-Context Language Models
• ICML 2025CateKV: On Sequential Consistency for Long-Context LLM Inference Acceleration
• ICLR 2025$\text{D}_{2}\text{O}$: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models
• CVPR 2025BIMBA: Selective-Scan Compression for Long-Range Video Question Answering
• NeurIPS 2024[Re] CUDA: Curriculum of Data Augmentation for Long‐tailed Recognition
• ICML 2024Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT
• ICLR 2024CLEX: Continuous Length Extrapolation for Large Language Models
• CVPR 2024GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
• NeurIPS 2023A Single 2D Pose with Context is Worth Hundreds for 3D Human Pose Estimation
• ICML 2023CAB: Comprehensive Attention Benchmarking on Long Sequence Modeling
• ICLR 2023$k$NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference
• CVPR 2023AutoAD: Movie Description in Context
• NeurIPS 2026AdaCal: Adaptive Calibration for Robust Sparse Attention in Long-Context LLMs
• ICML 2026Artificial Hippocampus Networks for Efficient Long-Context Modeling
• ICLR 2026AutoSP: Unlocking Long-Context LLM Training Via Compiler-Based Sequence Parallelism
• CVPR 2026AstraNav-Memory Contexts Compression for Long Memory

全部长上下文论文

共 21 篇，第 1 / 1 页

1. CVPR 2024Amodal Completion via Progressive Mixed Context Diffusion
2. CVPR 2024CLiC: Concept Learning in Context
3. CVPR 2024Construct to Associate: Cooperative Context Learning for Domain Adaptive Point Cloud Segmentation
4. CVPR 2024ContextSeg: Sketch Semantic Segmentation by Querying the Context with Attention
5. CVPR 2024FlowTrack: Revisiting Optical Flow for Long-Range Dense Tracking
6. CVPR 2024GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
7. CVPR 2024Grounded Question-Answering in Long Egocentric Videos
8. CVPR 2024In-Context Matting
9. CVPR 2024LEAP-VO: Long-term Effective Any Point Tracking for Visual Odometry
10. CVPR 2024Link-Context Learning for Multimodal LLMs
11. CVPR 2024LoCoNet: Long-Short Context Network for Active Speaker Detection
12. CVPR 2024Long-Tail Class Incremental Learning via Independent Sub-prototype Construction
13. CVPR 2024Long-Tailed Anomaly Detection with Learnable Class Names
14. CVPR 2024LTGC: Long-tail Recognition via Leveraging LLMs-driven Generated Content
15. CVPR 2024MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning
16. CVPR 2024Revisiting Adversarial Training Under Long-Tailed Distributions
17. CVPR 2024Robust Emotion Recognition in Context Debiasing
18. CVPR 2024Skeleton-in-Context: Unified Skeleton Sequence Modeling with In-Context Learning
19. CVPR 2024Towards More Unified In-context Visual Understanding
20. CVPR 2024Video ReCap: Recursive Captioning of Hour-Long Videos
21. CVPR 2024Visual In-Context Prompting

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。