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 230 篇，第 3 / 5 页

101. ICLR 2025DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads
102. ICLR 2025FlashMask: Efficient and Rich Mask Extension of FlashAttention
103. ICLR 2025FlexPrefill: A Context-Aware Sparse Attention Mechanism for Efficient Long-Sequence Inference
104. ICLR 2025Forgetting Transformer: Softmax Attention with a Forget Gate
105. ICLR 2025From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data
106. ICLR 2025Gated Delta Networks: Improving Mamba2 with Delta Rule
107. ICLR 2025GLoRa: A Benchmark to Evaluate the Ability to Learn Long-Range Dependencies in Graphs
108. ICLR 2025HELMET: How to Evaluate Long-context Models Effectively and Thoroughly
109. ICLR 2025Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data
110. ICLR 2025HOPE for a Robust Parameterization of Long-memory State Space Models
111. ICLR 2025Human-inspired Episodic Memory for Infinite Context LLMs
112. ICLR 2025ICLR: In-Context Learning of Representations
113. ICLR 2025Implicit In-context Learning
114. ICLR 2025In-context Time Series Predictor
115. ICLR 2025Inference Scaling for Long-Context Retrieval Augmented Generation
116. ICLR 2025Is In-Context Learning Sufficient for Instruction Following in LLMs?
117. ICLR 2025Learning Long Range Dependencies on Graphs via Random Walks
118. ICLR 2025Learning Randomized Algorithms with Transformers
119. ICLR 2025Long Context Compression with Activation Beacon
120. ICLR 2025Long-Context Linear System Identification
121. ICLR 2025Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG
122. ICLR 2025Long-tailed Adversarial Training with Self-Distillation
123. ICLR 2025Long-time asymptotics of noisy SVGD outside the population limit
124. ICLR 2025LongGenBench: Benchmarking Long-Form Generation in Long Context LLMs
125. ICLR 2025LongMamba: Enhancing Mamba's Long-Context Capabilities via Training-Free Receptive Field Enlargement
126. ICLR 2025LongPO: Long Context Self-Evolution of Large Language Models through Short-to-Long Preference Optimization
127. ICLR 2025LongVILA: Scaling Long-Context Visual Language Models for Long Videos
128. ICLR 2025LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs
129. ICLR 2025MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding
130. ICLR 2025MambaExtend: A Training-Free Approach to Improve Long Context Extension of Mamba
131. ICLR 2025MELODI: Exploring Memory Compression for Long Contexts
132. ICLR 2025Metalic: Meta-Learning In-Context with Protein Language Models
133. ICLR 2025miniCTX: Neural Theorem Proving with (Long-)Contexts
134. ICLR 2025Needle Threading: Can LLMs Follow Threads Through Near-Million-Scale Haystacks?
135. ICLR 2025NovelQA: Benchmarking Question Answering on Documents Exceeding 200K Tokens
136. ICLR 2025OmniKV: Dynamic Context Selection for Efficient Long-Context LLMs
137. ICLR 2025On the Learn-to-Optimize Capabilities of Transformers in In-Context Sparse Recovery
138. ICLR 2025Oscillatory State-Space Models
139. ICLR 2025P-SPIKESSM: HARNESSING PROBABILISTIC SPIKING STATE SPACE MODELS FOR LONG-RANGE DEPENDENCY TASKS
140. ICLR 2025PEARL: Towards Permutation-Resilient LLMs
141. ICLR 2025PICASO: Permutation-Invariant Context Composition with State Space Models
142. ICLR 2025Quest: Query-centric Data Synthesis Approach for Long-context Scaling of Large Language Model
143. ICLR 2025Radar: Fast Long-Context Decoding for Any Transformer
144. ICLR 2025ReAttention: Training-Free Infinite Context with Finite Attention Scope
145. ICLR 2025Rethinking Invariance in In-context Learning
146. ICLR 2025Retrieval Head Mechanistically Explains Long-Context Factuality
147. ICLR 2025RetroInText: A Multimodal Large Language Model Enhanced Framework for Retrosynthetic Planning via In-Context Representation Learning
148. ICLR 2025Revisiting In-context Learning Inference Circuit in Large Language Models
149. ICLR 2025Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling
150. ICLR 2025Scaling Instruction-tuned LLMs to Million-token Contexts via Hierarchical Synthetic Data Generation

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。