外部记忆论文趋势 2023–2026
记忆模块
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 130 篇被归入该主题的论文。
主要结论
- 外部记忆论文从 2023 年的 21 篇增长到 2026 年的 56 篇，三年间扩大到约 2.7 倍。
- NeurIPS 是发外部记忆论文最多的会议，2023–2026 年共 46 篇，占四个会议总量的 35%。
- 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 9 篇。
- 在「长上下文与记忆」的 5 个主题里，它的 2026 年论文数排第 5；同组增长最快的检索记忆是 6.6 倍，外部记忆是 2.7 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 5 | 8 | 2 | 6 | 21 |
| 2024 | 3 | 4 | 10 | 8 | 25 |
| 2025 | 12 | 10 | 3 | 3 | 28 |
| 2026 | 26 | 13 | 13 | 4 | 56 |
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 2026Efficient Memory Crystallization for Graph Learning under Non-Stationary Distribution Shifts
- ICML 2026A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
- ICLR 2026Pre-training Limited Memory Language Models with Internal and External Knowledge
- CVPR 2026Spatial-SAM Spatially Consistent 3D Electron Microscopy Segmentation with SDF Memory
- NeurIPS 2025Future Link Prediction Without Memory or Aggregation
- ICML 2025Agent Workflow Memory
- ICLR 2025BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments
- CVPR 2025Breaking the Memory Barrier of Contrastive Loss via Tile-Based Strategy
- NeurIPS 2024Pipeline Parallelism with Controllable Memory
- ICML 2024Graph External Attention Enhanced Transformer
- ICLR 2024The Cost of Scaling Down Large Language Models: Reducing Model Size Affects Memory before In-context Learning
- CVPR 2024RTracker: Recoverable Tracking via PN Tree Structured Memory
- NeurIPS 2023Transformer as a hippocampal memory consolidation model based on NMDAR-inspired nonlinearity
- ICML 2023Memory-Based Meta-Learning on Non-Stationary Distributions
- ICLR 2023Mass-Editing Memory in a Transformer
- CVPR 2023Bilateral Memory Consolidation for Continual Learning
- NeurIPS 2026Memory Grafting: Scaling Language Model Pre-training via Offline Conditional Memory
- ICML 2026Generalized Linear Bandits with Memory
- ICLR 2026QKV Projections Require a Fraction of Their Memory
- CVPR 2026Captain Safari A World Engine with Pose-Aligned 3D Memory
全部外部记忆论文
共 13 篇，第 1 / 1 页
- ICML 2026A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints
- ICML 2026Beyond External Monitors: Enhancing Transparency of Large Language Models for Easier Monitoring
- ICML 2026E2Former-V2: On-the-Fly Equivariant Attention with Linear Activation Memory
- ICML 2026Generalized Linear Bandits with Memory
- ICML 2026Hyperbolic Associative Memory Networks
- ICML 2026Investigating Memory in Model-Free RL with POPGym Arcade
- ICML 2026LoKiFormer: Locality-aware Attention with Decoupled Knowledge Memory for Efficient Large Language Model Pretraining
- ICML 2026Memory Caching: RNNs with Growing Memory
- ICML 2026Memory Savings at What Cost? A Study of Alternatives to Backpropagation
- ICML 2026Neuromem: A Granular Decomposition of the Streaming Lifecycle in External Memory for LLMs
- ICML 2026ParamMem: Augmenting Language Agents with Parametric Reflective Memory
- ICML 2026Revisiting the Bertrand Paradox via Equilibrium Analysis of No-regret Learners
- ICML 2026Textual Stochastic Gradient Descent: Discrete Optimization of External Memory for Reasoning Language Agents
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 查外部记忆在 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": "external-memory"}
常见问题
- 2023–2026 年四大会议一共有多少篇外部记忆论文？
- 共 130 篇，按年份分别是 2023 年 21 篇、2024 年 25 篇、2025 年 28 篇、2026 年 56 篇。
- NeurIPS 2026 有多少篇外部记忆论文？
- NeurIPS 2026 有 26 篇外部记忆论文，上一届是 12 篇。
- ICLR 2026 有多少篇外部记忆论文？
- ICLR 2026 有 13 篇外部记忆论文，上一届是 10 篇。
- ICML 2026 有多少篇外部记忆论文？
- ICML 2026 有 13 篇外部记忆论文，上一届是 3 篇。
- CVPR 2026 有多少篇外部记忆论文？
- CVPR 2026 有 4 篇外部记忆论文，上一届是 3 篇。
- 哪个会议的外部记忆论文最多？
- NeurIPS，2023–2026 年共 46 篇。