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 4 / 24 页
- ICLR 2026Frustratingly Simple Retrieval Improves Challenging, Reasoning-Intensive Benchmarks
- ICLR 2026FutureFill: Fast Generation from Convolutional Sequence Models
- ICLR 2026G-reasoner: Foundation Models for Unified Reasoning over Graph-structured Knowledge
- ICLR 2026GPS: Directed Acyclic Graph guided Proactive Information Seeking in Large Language Models
- ICLR 2026Graph-based Nearest Neighbors with Dynamic Updates via Random Walks
- ICLR 2026GRO-RAG: Gradient-aware Re-rank Optimization for Multi-source Retrieval-Augmented Generation
- ICLR 2026Guided Query Refinement: Multimodal Hybrid Retrieval with Test-Time Optimization
- ICLR 2026Hierarchical Encoding Tree with Modality Mixup for Cross-modal Hashing
- ICLR 2026HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation
- ICLR 2026Hybrid Deep Searcher: Scalable Parallel and Sequential Search Reasoning
- ICLR 2026ImageRAG: Dynamic Image Retrieval for Reference-Guided Image Generation
- ICLR 2026Improving Attributed Long-form Question Answering with Intent Awareness
- ICLR 2026Improving Semantic Proximity in English-Centric Information Retrieval through Cross-Lingual Alignment
- ICLR 2026Incentive-Aligned LLM Summaries
- ICLR 2026Interact-RAG: Reason and Interact with the Corpus, Beyond Black-Box Retrieval
- ICLR 2026LightMem: Lightweight and Efficient Memory-Augmented Generation
- ICLR 2026LightRetriever: A LLM-based Text Retrieval Architecture with Extremely Faster Query Inference
- ICLR 2026LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora
- ICLR 2026Log-Augmented Generation: Scaling Test-Time Reasoning with Reusable Computation
- ICLR 2026LookaheadKV: Fast and Accurate KV Cache Eviction by Glimpsing into the Future without Generation
- ICLR 2026LUMINA: Detecting Hallucinations in RAG System with Context–Knowledge Signals
- ICLR 2026MathNet: A Global Multimodal Benchmark for Mathematical Reasoning and Retrieval
- ICLR 2026MC-Search: Evaluating and Enhancing Multimodal Agentic Search with Structured Long Reasoning Chains
- ICLR 2026MedAgent-Pro: Towards Evidence-based Multi-modal Medical Diagnosis via Reasoning Agentic Workflow
- ICLR 2026MergePRAG: Orthogonal Merging of Passage-experts for Multi-hop Parametric RAG
- ICLR 2026Micro-Macro Retrieval: Reducing Long-Form Hallucination in Large Language Models
- ICLR 2026MILCO: Learned Sparse Retrieval Across Languages via a Multilingual Connector
- ICLR 2026Mixture of Contexts for Long Video Generation
- ICLR 2026MLP Memory: A Retriever-Pretrained Memory for Large Language Models
- ICLR 2026Multiple Streams of Knowledge Retrieval: Enriching and Recalling in Transformers
- ICLR 2026Not Search, But Scan: Benchmarking MLLMs on Scan-Oriented Academic Paper Reasoning
- ICLR 2026On the Theoretical Limitations of Embedding-Based Retrieval
- ICLR 2026On the Wings of Imagination: Conflicting Script-based Multi-role Framework for Humor Caption Generation
- ICLR 2026OSCAR: Online Soft Compression for RAG
- ICLR 2026Parameters vs. Context: Fine-Grained Control of Knowledge Reliance in Language Models
- ICLR 2026PAT3D: Physics-Augmented Text-to-3D Scene Generation
- ICLR 2026PerFit: Exploring Personalization Shifts in Representation Space of LLMs
- ICLR 2026Phantom-Data: Towards a General Subject-Consistent Video Generation Dataset
- ICLR 2026Pisces: Cryptography-based Private Retrieval-Augmented Generation with Dual-Path Retrieval
- ICLR 2026PolyGraph Discrepancy: a classifier-based metric for graph generation
- ICLR 2026PRISM: Enhancing PRotein Inverse Folding through Fine- Grained Retrieval on Structure-Sequence Multimodal Representations
- ICLR 2026ProofBridge: Auto-Formalization of Natural Language Proofs in Lean via Joint Embeddings
- ICLR 2026ProPerSim: Developing Proactive and Personalized AI Assistants through User-Assistant Simulation
- ICLR 2026ProReGen: Progressive Residual Generation under Attribute Correlations
- ICLR 2026Q-RAG: Long Context Multi‑Step Retrieval via Value‑Based Embedder Training
- ICLR 2026Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees
- ICLR 2026Query-Level Uncertainty in Large Language Models
- ICLR 2026R-WoM: Retrieval-augmented World Model For Computer-use Agents
- ICLR 2026R4: Nested Reasoning-Retrieval for Reward Modeling in Role-Playing Agents
- ICLR 2026RAEE: A Robust Retrieval-Augmented Early Exit Framework for Efficient Inference
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。