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 34 篇，第 1 / 1 页

1. NeurIPS 2025A-Mem: Agentic Memory for LLM Agents
2. NeurIPS 2025Blending Complementary Memory Systems in Hybrid Quadratic-Linear Transformers
3. NeurIPS 2025Chain-of-Retrieval Augmented Generation
4. NeurIPS 2025Cross City Traffic Flow Generation via Retrieval Augmented Diffusion Model
5. NeurIPS 2025Dense Associative Memory with Epanechnikov Energy
6. NeurIPS 2025DynamicRAG: Leveraging Outputs of Large Language Model as Feedback for Dynamic Reranking in Retrieval-Augmented Generation
7. NeurIPS 2025EAReranker: Efficient Embedding Adequacy Assessment for Retrieval Augmented Generation
8. NeurIPS 2025EfficientNav: Towards On-Device Object-Goal Navigation with Navigation Map Caching and Retrieval
9. NeurIPS 2025GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation
10. NeurIPS 2025Graph-KV: Breaking Sequence via Injecting Structural Biases into Large Language Models
11. NeurIPS 2025HyperGraphRAG: Retrieval-Augmented Generation via Hypergraph-Structured Knowledge Representation
12. NeurIPS 2025Iterative Self-Incentivization Empowers Large Language Models as Agentic Searchers
13. NeurIPS 2025KVLink: Accelerating Large Language Models via Efficient KV Cache Reuse
14. NeurIPS 2025Memo: Training Memory-Efficient Embodied Agents with Reinforcement Learning
15. NeurIPS 2025Memory Decoder: A Pretrained, Plug-and-Play Memory for Large Language Models
16. NeurIPS 2025Memory Mosaics at scale
17. NeurIPS 2025Memory-Augmented Potential Field Theory: A Framework for Adaptive Control in Non-Convex Domains
18. NeurIPS 2025Memory-Integrated Reconfigurable Adapters: A Unified Framework for Settings with Multiple Tasks
19. NeurIPS 2025Nested Learning: The Illusion of Deep Learning Architectures
20. NeurIPS 2025NeuroGenPoisoning: Neuron-Guided Attacks on Retrieval-Augmented Generation of LLM via Genetic Optimization of External Knowledge
21. NeurIPS 2025Optimizing Retrieval for RAG via Reinforced Contrastive Learning
22. NeurIPS 2025ParamMute: Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation
23. NeurIPS 2025RAG4GFM: Bridging Knowledge Gaps in Graph Foundation Models through Graph Retrieval Augmented Generation
24. NeurIPS 2025RAGRouter: Learning to Route Queries to Multiple Retrieval-Augmented Language Models
25. NeurIPS 2025Reliable Decision‑Making via Calibration‑Oriented Retrieval‑Augmented Generation
26. NeurIPS 2025Reliable Lifelong Multimodal Editing: Conflict-Aware Retrieval Meets Multi-Level Guidance
27. NeurIPS 2025REMI: Reconstructing Episodic Memory During Internally Driven Path Planning
28. NeurIPS 2025RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrieval
29. NeurIPS 2025SRA-CL: Semantic Retrieval Augmented Contrastive Learning for Sequential Recommendation
30. NeurIPS 2025STRAP: Spatio-Temporal Pattern Retrieval for Out-of-Distribution Generalization
31. NeurIPS 2025Towards General Continuous Memory for Vision-Language Models
32. NeurIPS 2025Understanding protein function with a multimodal retrieval-augmented foundation model
33. NeurIPS 2025Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension
34. NeurIPS 2025VimoRAG: Video-based Retrieval-augmented 3D Motion Generation for Motion Language Models

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。