检索记忆论文趋势 2023–2026

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。

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 290 篇，第 6 / 6 页

251. ICML 2024Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning
252. ICML 2024Understanding Retrieval-Augmented Task Adaptation for Vision-Language Models
253. ICML 2024Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models
254. NeurIPS 2024A Gradient Accumulation Method for Dense Retriever under Memory Constraint
255. NeurIPS 2024BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack
256. NeurIPS 2024Beyond Prompts: Dynamic Conversational Benchmarking of Large Language Models
257. NeurIPS 2024Do LLMs dream of elephants (when told not to)? Latent concept association and associative memory in transformers
258. NeurIPS 2024Exploratory Retrieval-Augmented Planning For Continual Embodied Instruction Following
259. NeurIPS 2024HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
260. NeurIPS 2024Online Adaptation of Language Models with a Memory of Amortized Contexts
261. NeurIPS 2024Pipeline Parallelism with Controllable Memory
262. NeurIPS 2024Provably Optimal Memory Capacity for Modern Hopfield Models: Transformer-Compatible Dense Associative Memories as Spherical Codes
263. NeurIPS 2024RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation
264. NeurIPS 2024RAGraph: A General Retrieval-Augmented Graph Learning Framework
265. NeurIPS 2024Self-Retrieval: End-to-End Information Retrieval with One Large Language Model
266. NeurIPS 2024UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-World Document Analysis
267. NeurIPS 2024WISE: Rethinking the Knowledge Memory for Lifelong Model Editing of Large Language Models
268. CVPR 2023Learning Customized Visual Models With Retrieval-Augmented Knowledge
269. CVPR 2023Memory-Friendly Scalable Super-Resolution via Rewinding Lottery Ticket Hypothesis
270. CVPR 2023NaQ: Leveraging Narrations As Queries To Supervise Episodic Memory
271. CVPR 2023RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training
272. CVPR 2023REVEAL: Retrieval-Augmented Visual-Language Pre-Training With Multi-Source Multimodal Knowledge Memory
273. ICLR 2023A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning
274. ICLR 2023Associative Memory Augmented Asynchronous Spatiotemporal Representation Learning for Event-based Perception
275. ICLR 2023Mass-Editing Memory in a Transformer
276. ICLR 2023Neural Networks and the Chomsky Hierarchy
277. ICLR 2023Recitation-Augmented Language Models
278. ICLR 2023Replay Memory as An Empirical MDP: Combining Conservative Estimation with Experience Replay
279. ICLR 2023Short-Term Memory Convolutions
280. ICML 2023Memory-Based Meta-Learning on Non-Stationary Distributions
281. ICML 2023Pre-computed memory or on-the-fly encoding? A hybrid approach to retrieval augmentation makes the most of your compute
282. ICML 2023Retrieval-Augmented Multimodal Language Modeling
283. NeurIPS 2023Augmented Memory Replay-based Continual Learning Approaches for Network Intrusion Detection
284. NeurIPS 2023Hypothesis Selection with Memory Constraints
285. NeurIPS 2023Label-Retrieval-Augmented Diffusion Models for Learning from Noisy Labels
286. NeurIPS 2023Lift Yourself Up: Retrieval-augmented Text Generation with Self-Memory
287. NeurIPS 2023Memory Efficient Optimizers with 4-bit States
288. NeurIPS 2023Retrieval-Augmented Multiple Instance Learning
289. NeurIPS 2023Sequential Memory with Temporal Predictive Coding
290. NeurIPS 2023Transformer as a hippocampal memory consolidation model based on NMDAR-inspired nonlinearity

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。