检索增强生成论文趋势 2023–2026

RAG 与检索增强

统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,200 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

检索增强生成论文数，按年份和会议
年份NeurIPSICLRICMLCVPR合计
202319291737102
202450345049183
20251361115762366
2026186129126108549

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

全部检索增强生成论文

年份全部2023202420252026
会议全部NeurIPSICLRICMLCVPR

共 50 篇，第 1 / 1 页

  1. ICML 2024A Statistical Framework for Data-dependent Retrieval-Augmented Models
  2. ICML 2024Accelerating Iterative Retrieval-augmented Language Model Serving with Speculation
  3. ICML 2024ACM-MILP: Adaptive Constraint Modification via Grouping and Selection for Hardness-Preserving MILP Instance Generation
  4. ICML 2024Adaptive Stabilization Based on Machine Learning for Column Generation
  5. ICML 2024Aligned Objective for Soft-Pseudo-Label Generation in Supervised Learning
  6. ICML 2024Automated Evaluation of Retrieval-Augmented Language Models with Task-Specific Exam Generation
  7. ICML 2024Behavior Generation with Latent Actions
  8. ICML 2024Benchmarking and Building Long-Context Retrieval Models with LoCo and M2-BERT
  9. ICML 2024BetterV: Controlled Verilog Generation with Discriminative Guidance
  10. ICML 2024Bottleneck-Minimal Indexing for Generative Document Retrieval
  11. ICML 2024C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models
  12. ICML 2024Chain of Code: Reasoning with a Language Model-Augmented Code Emulator
  13. ICML 2024Cluster-Aware Similarity Diffusion for Instance Retrieval
  14. ICML 2024Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models
  15. ICML 2024Collaborative Learning with Different Labeling Functions
  16. ICML 2024Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval
  17. ICML 2024Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes
  18. ICML 2024DAG-Based Column Generation for Adversarial Team Games
  19. ICML 2024DFA-RAG: Conversational Semantic Router for Large Language Model with Definite Finite Automaton
  20. ICML 2024Diffusion-based Missing-view Generation With the Application on Incomplete Multi-view Clustering
  21. ICML 2024Disentangled 3D Scene Generation with Layout Learning
  22. ICML 2024Enhancing Cross-Modal Fine-Tuning with Gradually Intermediate Modality Generation
  23. ICML 2024Exponential Spectral Pursuit: An Effective Initialization Method for Sparse Phase Retrieval
  24. ICML 2024Extreme Compression of Large Language Models via Additive Quantization
  25. ICML 2024Fast Text-to-3D-Aware Face Generation and Manipulation via Direct Cross-modal Mapping and Geometric Regularization
  26. ICML 2024InferCept: Efficient Intercept Support for Augmented Large Language Model Inference
  27. ICML 2024Instruction Tuning for Secure Code Generation
  28. ICML 2024InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining
  29. ICML 2024Interaction-based Retrieval-augmented Diffusion Models for Protein-specific 3D Molecule Generation
  30. ICML 2024Interpreting Equivariant Representations
  31. ICML 2024Knowledge Transfer from Vision Foundation Models for Efficient Training of Small Task-specific Models
  32. ICML 2024KV-Runahead: Scalable Causal LLM Inference by Parallel Key-Value Cache Generation
  33. ICML 2024Language Generation with Strictly Proper Scoring Rules
  34. ICML 2024Learning from Memory: Non-Parametric Memory Augmented Self-Supervised Learning of Visual Features
  35. ICML 2024Non-clairvoyant Scheduling with Partial Predictions
  36. ICML 2024Parsimonious Learning-Augmented Approximations for Dense Instances of $\mathcal{NP}$-hard Problems
  37. ICML 2024PinNet: Pinpoint Instructive Information for Retrieval Augmented Code-to-Text Generation
  38. ICML 2024Proteus: Exploring Protein Structure Generation for Enhanced Designability and Efficiency
  39. ICML 2024Repoformer: Selective Retrieval for Repository-Level Code Completion
  40. ICML 2024Retrieval-Augmented Score Distillation for Text-to-3D Generation
  41. ICML 2024RoboMP$^2$: A Robotic Multimodal Perception-Planning Framework with Multimodal Large Language Models
  42. ICML 2024Robust Learning-Augmented Dictionaries
  43. ICML 2024Self-Infilling Code Generation
  44. ICML 2024Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation
  45. ICML 2024Switchable Decision: Dynamic Neural Generation Networks
  46. ICML 2024Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning
  47. ICML 2024Understanding Retrieval-Augmented Task Adaptation for Vision-Language Models
  48. ICML 2024Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models
  49. ICML 2024USTAD: Unified Single-model Training Achieving Diverse Scores for Information Retrieval
  50. ICML 2024When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models

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 查检索增强生成在 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-augmented-generation"}

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增强生成论文？
共 1,200 篇，按年份分别是 2023 年 102 篇、2024 年 183 篇、2025 年 366 篇、2026 年 549 篇。
NeurIPS 2026 有多少篇检索增强生成论文？
NeurIPS 2026 有 186 篇检索增强生成论文，上一届是 136 篇。
ICLR 2026 有多少篇检索增强生成论文？
ICLR 2026 有 129 篇检索增强生成论文，上一届是 111 篇。
ICML 2026 有多少篇检索增强生成论文？
ICML 2026 有 126 篇检索增强生成论文，上一届是 57 篇。
CVPR 2026 有多少篇检索增强生成论文？
CVPR 2026 有 108 篇检索增强生成论文，上一届是 62 篇。
哪个会议的检索增强生成论文最多？
NeurIPS，2023–2026 年共 391 篇。

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