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

每年论文数

各会议论文数

按年份和会议统计

检索记忆论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
2023873523
202414715844
2025341914572
202664313818151

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

全部检索记忆论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 290 篇，第 3 / 6 页

  1. NeurIPS 2026Contrastive Retrieval Heads for Improved Attention-Based Reranking
  2. NeurIPS 2026Deceptive Grounding: Entity Attribution Failure in Clinical Retrieval-Augmented Generation
  3. NeurIPS 2026Differentiable Retrieval-Augmented Generation for Predicting Cellular Responses to Gene Perturbation
  4. NeurIPS 2026Do LLMs Bind Episodes? Probing Cross-Episode Parametric Retrieval Through Shared Cues
  5. NeurIPS 2026EvoMemBench: Benchmarking Agent Memory from a Self-Evolving Perspective
  6. NeurIPS 2026EvoMM: Reinforced Self-Evolving Multimodal Agentic Memory
  7. NeurIPS 2026FEP-Agent: Grounding LLM Agent Self-Evolution in Active Inference with Semantic Memory
  8. NeurIPS 2026Gradient Boosted Trees for Retrieval-Augmented Generation
  9. NeurIPS 2026GraphMemRL: Action-Native Reinforcement Learning for Persistent Graph Memory Construction
  10. NeurIPS 2026Harness the Memory: A Holistic Evaluation of Memory Substrates in Memory Agents
  11. NeurIPS 2026How Much Evidence Should Retrieval-Augmented In-Context Learning Use Under Distribution Shift?
  12. NeurIPS 2026In-Context Optimization for Retrieval-Augmented Generation: A Gradient-Descent Perspective
  13. NeurIPS 2026Incentivizing Agentic Retrieval for Disease-Centric Clinical Case Search via Trajectory Memory
  14. NeurIPS 2026Linguistic Trajectory Encoding for Efficient Long-Horizon Spatial Memory in Embodied Agents
  15. NeurIPS 2026LogicTree-RAG: Logic Tree-guided Retrieval-Augmented Generation for Long-form Patent Drafting
  16. NeurIPS 2026ManipulationRAG: Retrieval-Augmented Fine-Grained Manipulation of Object Functional Parts
  17. NeurIPS 2026MEMAUDIT: An Exact Package-Oracle Evaluation Protocol for Budgeted Long-Term LLM Memory Writing
  18. NeurIPS 2026MemDLM: Memory-Enhanced DLM Training
  19. NeurIPS 2026Memory flows: geometry and dynamics of sequential retrieval in input-driven Hopfield networks
  20. NeurIPS 2026Memory Grafting: Scaling Language Model Pre-training via Offline Conditional Memory
  21. NeurIPS 2026Memory Retrieval for Changing Preferences
  22. NeurIPS 2026Memory Type Varies: Empowering LLM Agents for Long-Term Memory with Diverse Strategies
  23. NeurIPS 2026Memory-R2: Fair Credit Assignment for Long-Horizon Memory-Augmented LLM Agents
  24. NeurIPS 2026MemPilot: Learning Transferable Latent Memory Mechanisms for LLM Reasoning
  25. NeurIPS 2026MemTailor: Hierarchical Memory-Augmented Multi-Expert Learning for Long-Tailed Recognition
  26. NeurIPS 2026OmniMem: Scalable and Adaptive Memory Retrieval for Long Video Generation
  27. NeurIPS 2026OpticalRAG: Pixel-Space Compression for Token-Efficient Retrieval-Augmented Generation
  28. NeurIPS 2026Phase Kernel Lifts Capacity of Dense Associative Memory
  29. NeurIPS 2026Preventing Error Cascades in Long-Horizon Multimodal Agents with Edge-Reliability Graph Memory
  30. NeurIPS 2026Privacy-Preserving Retrieval-Augmented Generation with Plausible Deniability
  31. NeurIPS 2026RAGBoost: Robust Tabular Learning via Retrieval-Augmented and Ancillary-Guided Gradient Boosting
  32. NeurIPS 2026ReCon: Toward Balanced Learning under Inter-Context and Context-Memory Conflicts
  33. NeurIPS 2026Remembering What Matters: From Markovian to Subtask-Causal Memory in VLA Policies
  34. NeurIPS 2026Retrieval-Augmented Diffusion Modeling for Stochastic Discount Factor Portfolios
  35. NeurIPS 2026RL-Guided Temporal Localization for Dual-Channel Retrieval in Long-Horizon Agent Memory
  36. NeurIPS 2026RSRCC: A Remote Sensing Regional Change Comprehension Benchmark Constructed via Retrieval-Augmented Best-of-𝑁 Ranking
  37. NeurIPS 2026SAGE: Semantic Ambiguity Guided Capacity Expansion for Retrieval-Augmented Generation
  38. NeurIPS 2026Sharp Capacity Scaling of Spectral Optimizers in Learning Associative Memory
  39. NeurIPS 2026Sinkhorn Based Associative Memory Retrieval Using Spherical Hellinger Kantorovich Dynamics
  40. NeurIPS 2026SMMBench: A Benchmark for Source-Distributed Multimodal Agent Memory
  41. NeurIPS 2026Sparse Delta Memory: Scaling the State of Linear RNNs through Sparsity
  42. NeurIPS 2026Speeding up Log-Sum-Exp: Kernel Fusion at the Memory Wall, Integer Arithmetic at the Compute Wall
  43. NeurIPS 2026TailCon: Mitigating Tail Signal Erosion through Memory Consolidation for Long-Tailed Recognition
  44. NeurIPS 2026The Compliance Trap: Diagnosing How AI Agents Consume Conflicting Memory
  45. NeurIPS 2026Train-free Data Poisoning Attack against Retrieval-augmented Diffusion Models
  46. NeurIPS 2026TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents
  47. NeurIPS 2026TRIM: A Theory of Retrieval with Incremental Memory -- Defect, Benefit, and Critical Horizon
  48. NeurIPS 2026V-LUMEN: Visual Lookup Memory for Embedding Scaling in Vision-Language Models
  49. NeurIPS 2026When Does Graph Retrieval Become Answer-Supporting Evidence? A Diagnostic Audit of GraphRAG
  50. NeurIPS 2026When Stored Evidence Stops Being Usable: Scale-Conditioned Evaluation of Agent Memory

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"}

两分钟接入 Paperlist MCP（Claude Code、Cursor、Codex、ChatGPT）

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。

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