检索记忆论文趋势 2023–2026
检索增强记忆
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 290 篇被归入该主题的论文。
主要结论
- 检索记忆论文从 2023 年的 23 篇增长到 2026 年的 151 篇，三年间扩大到约 6.6 倍。
- NeurIPS 是发检索记忆论文最多的会议，2023–2026 年共 120 篇，占四个会议总量的 41%。
- 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 25 篇。
- 在「长上下文与记忆」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的长上下文是 5.2 倍，检索记忆是 6.6 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 8 | 7 | 3 | 5 | 23 |
| 2024 | 14 | 7 | 15 | 8 | 44 |
| 2025 | 34 | 19 | 14 | 5 | 72 |
| 2026 | 64 | 31 | 38 | 18 | 151 |
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 2026ADMIT: Support-Gated Memory-Write Admission for Document QA Agents
- ICML 2026Attention with Routed-Memory for Learnable Sparse Control
- ICLR 2026AssoMem: Scalable Memory QA with Multi-Signal Associative Retrieval
- CVPR 2026DREAM Document Recognition with Explicit Adaptive Memory
- NeurIPS 2025EfficientNav: Towards On-Device Object-Goal Navigation with Navigation Map Caching and Retrieval
- ICML 2025In-Context Denoising with One-Layer Transformers: Connections between Attention and Associative Memory Retrieval
- ICLR 2025BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments
- CVPR 2025MAD: Memory-Augmented Detection of 3D Objects
- NeurIPS 2024A Gradient Accumulation Method for Dense Retriever under Memory Constraint
- ICML 2024Think Before You Act: Decision Transformers with Working Memory
- ICLR 2024STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction
- CVPR 2024Do You Remember? Dense Video Captioning with Cross-Modal Memory Retrieval
- NeurIPS 2023Augmented Memory Replay-based Continual Learning Approaches for Network Intrusion Detection
- ICML 2023Memory-Based Meta-Learning on Non-Stationary Distributions
- ICLR 2023Associative Memory Augmented Asynchronous Spatiotemporal Representation Learning for Event-based Perception
- CVPR 2023Memory-Friendly Scalable Super-Resolution via Rewinding Lottery Ticket Hypothesis
- NeurIPS 2026Automated Reformulation of Robust Optimization via Memory-Augmented Large Language Models
- ICML 2026Dense associative memory for Gaussian distributions
- ICLR 2026FreeKV: Boosting KV Cache Retrieval for Efficient LLM Inference
- CVPR 2026Interactive Tracking A Human-in-the-Loop Paradigm with Memory-Augmented Adaptation
全部检索记忆论文
共 19 篇，第 1 / 1 页
- ICLR 2025Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection
- ICLR 2025An Evolved Universal Transformer Memory
- ICLR 2025BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments
- ICLR 2025DRoC: Elevating Large Language Models for Complex Vehicle Routing via Decomposed Retrieval of Constraints
- ICLR 2025ESE: Espresso Sentence Embeddings
- ICLR 2025Human-inspired Episodic Memory for Infinite Context LLMs
- ICLR 2025InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
- ICLR 2025LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
- ICLR 2025MrSteve: Instruction-Following Agents in Minecraft with What-Where-When Memory
- ICLR 2025RA-TTA: Retrieval-Augmented Test-Time Adaptation for Vision-Language Models
- ICLR 2025RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards
- ICLR 2025RAG-SR: Retrieval-Augmented Generation for Neural Symbolic Regression
- ICLR 2025RAPID: Retrieval Augmented Training of Differentially Private Diffusion Models
- ICLR 2025RazorAttention: Efficient KV Cache Compression Through Retrieval Heads
- ICLR 2025SeCom: On Memory Construction and Retrieval for Personalized Conversational Agents
- ICLR 2025Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
- ICLR 2025Stable Hadamard Memory: Revitalizing Memory-Augmented Agents for Reinforcement Learning
- ICLR 2025STRAP: Robot Sub-Trajectory Retrieval for Augmented Policy Learning
- ICLR 2025Sufficient Context: A New Lens on Retrieval Augmented Generation Systems
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 查检索记忆在 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": "retrieval-memory"}
常见问题
- 2023–2026 年四大会议一共有多少篇检索记忆论文？
- 共 290 篇，按年份分别是 2023 年 23 篇、2024 年 44 篇、2025 年 72 篇、2026 年 151 篇。
- NeurIPS 2026 有多少篇检索记忆论文？
- NeurIPS 2026 有 64 篇检索记忆论文，上一届是 34 篇。
- ICLR 2026 有多少篇检索记忆论文？
- ICLR 2026 有 31 篇检索记忆论文，上一届是 19 篇。
- ICML 2026 有多少篇检索记忆论文？
- ICML 2026 有 38 篇检索记忆论文，上一届是 14 篇。
- CVPR 2026 有多少篇检索记忆论文？
- CVPR 2026 有 18 篇检索记忆论文，上一届是 5 篇。
- 哪个会议的检索记忆论文最多？
- NeurIPS，2023–2026 年共 120 篇。