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
- 检索增强生成论文从 2023 年的 102 篇增长到 2026 年的 549 篇，三年间扩大到约 5.4 倍。
- NeurIPS 是发检索增强生成论文最多的会议，2023–2026 年共 391 篇，占四个会议总量的 33%。
- 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 75 篇。
- 在「自然语言」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的代码生成是 4.1 倍，检索增强生成是 5.4 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 19 | 29 | 17 | 37 | 102 |
| 2024 | 50 | 34 | 50 | 49 | 183 |
| 2025 | 136 | 111 | 57 | 62 | 366 |
| 2026 | 186 | 129 | 126 | 108 | 549 |
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 2026A Theory of Time-Sensitive Language Generation: Sparse Hallucination Beats Mode Collapse
- ICML 2026``Someone Hid It!'': Query-Agnostic Black-Box Attacks on LLM-Based Retrieval
- ICLR 2026AdaCache: Adaptive Caching and Context Augmentation for Efficient LLM Serving
- CVPR 2026ADSeeker A Knowledge-Grounded Reasoning Framework for Industry Anomaly Detection and
- NeurIPS 2025AceSearcher: Bootstrapping Reasoning and Search for LLMs via Reinforced Self-Play
- ICML 2025Are LLMs Prescient? A Continuous Evaluation using Daily News as the Oracle
- ICLR 2025A Theory for Token-Level Harmonization in Retrieval-Augmented Generation
- CVPR 2025AirRoom: Objects Matter in Room Reidentification
- NeurIPS 2024$\texttt{ConflictBank}$: A Benchmark for Evaluating the Influence of Knowledge Conflicts in LLMs
- ICML 2024A Statistical Framework for Data-dependent Retrieval-Augmented Models
- ICLR 2024BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models
- CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
- NeurIPS 2023A Riemannian Exponential Augmented Lagrangian Method for Computing the Projection Robust Wasserstein Distance
- ICML 2023Everyone's Preference Changes Differently: A Weighted Multi-Interest Model For Retrieval
- ICLR 2023Decompositional Generation Process for Instance-Dependent Partial Label Learning
- CVPR 2023Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning
- NeurIPS 2026Accelerating Neural Network Training with Augmented Koopman Dynamics
- ICML 2026$\tau$-Knowledge: Evaluating Conversational Agents over Unstructured Knowledge
- ICLR 2026Aria: an Agent for Retrieval and Iterative Auto-Formalization via Dependency Graph
- CVPR 2026Animator-Centric Skeleton Generation on Objects with Fine-Grained Details
全部检索增强生成论文
共 1,200 篇，第 20 / 24 页
- CVPR 2024Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation
- CVPR 2024Retrieval-Augmented Open-Vocabulary Object Detection
- CVPR 2024ShapeMatcher: Self-Supervised Joint Shape Canonicalization Segmentation Retrieval and Deformation
- CVPR 2024SSR-Encoder: Encoding Selective Subject Representation for Subject-Driven Generation
- CVPR 2024Style Aligned Image Generation via Shared Attention
- CVPR 2024StyleCineGAN: Landscape Cinemagraph Generation using a Pre-trained StyleGAN
- CVPR 2024Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection
- CVPR 2024The Neglected Tails in Vision-Language Models
- CVPR 2024Towards a Simultaneous and Granular Identity-Expression Control in Personalized Face Generation
- CVPR 2024Towards Automated Movie Trailer Generation
- CVPR 2024Tri-Modal Motion Retrieval by Learning a Joint Embedding Space
- CVPR 2024UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity
- CVPR 2024Visual-Augmented Dynamic Semantic Prototype for Generative Zero-Shot Learning
- CVPR 2024You'll Never Walk Alone: A Sketch and Text Duet for Fine-Grained Image Retrieval
- ICLR 2024A Branching Decoder for Set Generation
- ICLR 2024Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts
- ICLR 2024Adaptive Retrieval and Scalable Indexing for k-NN Search with Cross-Encoders
- ICLR 2024AUGCAL: Improving Sim2Real Adaptation by Uncertainty Calibration on Augmented Synthetic Images
- ICLR 2024AutoCast++: Enhancing World Event Prediction with Zero-shot Ranking-based Context Retrieval
- ICLR 2024BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models
- ICLR 2024CAMBranch: Contrastive Learning with Augmented MILPs for Branching
- ICLR 2024Composed Image Retrieval with Text Feedback via Multi-grained Uncertainty Regularization
- ICLR 2024Conversational Drug Editing Using Retrieval and Domain Feedback
- ICLR 2024Enhancing Contrastive Learning for Ordinal Regression via Ordinal Content Preserved Data Augmentation
- ICLR 2024EventRPG: Event Data Augmentation with Relevance Propagation Guidance
- ICLR 2024Fake It Till Make It: Federated Learning with Consensus-Oriented Generation
- ICLR 2024Graph Generation with $K^2$-trees
- ICLR 2024KITAB: Evaluating LLMs on Constraint Satisfaction for Information Retrieval
- ICLR 2024Learning Performance-Improving Code Edits
- ICLR 2024LLM Augmented LLMs: Expanding Capabilities through Composition
- ICLR 2024Making Retrieval-Augmented Language Models Robust to Irrelevant Context
- ICLR 2024Mean Field Theory in Deep Metric Learning
- ICLR 2024MixSATGEN: Learning Graph Mixing for SAT Instance Generation
- ICLR 2024Neural Architecture Retrieval
- ICLR 2024RA-DIT: Retrieval-Augmented Dual Instruction Tuning
- ICLR 2024RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval
- ICLR 2024RECOMP: Improving Retrieval-Augmented LMs with Context Compression and Selective Augmentation
- ICLR 2024ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion
- ICLR 2024Retrieval is Accurate Generation
- ICLR 2024Retrieval meets Long Context Large Language Models
- ICLR 2024Retrieval-based Disentangled Representation Learning with Natural Language Supervision
- ICLR 2024Revisiting Deep Audio-Text Retrieval Through the Lens of Transportation
- ICLR 2024Scaling Supervised Local Learning with Augmented Auxiliary Networks
- ICLR 2024Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection
- ICLR 2024SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore
- ICLR 2024TabR: Tabular Deep Learning Meets Nearest Neighbors
- ICLR 2024Tree Cross Attention
- ICLR 2024Weatherproofing Retrieval for Localization with Generative AI and Geometric Consistency
- ICML 2024A Statistical Framework for Data-dependent Retrieval-Augmented Models
- ICML 2024Accelerating Iterative Retrieval-augmented Language Model Serving with Speculation
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"}
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。