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 303 篇，第 4 / 7 页
- ICLR 2025DataGen: Unified Synthetic Dataset Generation via Large Language Models
- ICLR 2025Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs
- ICLR 2025DRoC: Elevating Large Language Models for Complex Vehicle Routing via Decomposed Retrieval of Constraints
- ICLR 2025DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads
- ICLR 2025Eliminating Position Bias of Language Models: A Mechanistic Approach
- ICLR 2025Episodic Memories Generation and Evaluation Benchmark for Large Language Models
- ICLR 2025ESE: Espresso Sentence Embeddings
- ICLR 2025FaithEval: Can Your Language Model Stay Faithful to Context, Even If "The Moon is Made of Marshmallows"
- ICLR 2025Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems
- ICLR 2025From Artificial Needles to Real Haystacks: Improving Retrieval Capabilities in LLMs by Finetuning on Synthetic Data
- ICLR 2025GALA: Geometry-Aware Local Adaptive Grids for Detailed 3D Generation
- ICLR 2025Generative Representational Instruction Tuning
- ICLR 2025GeSubNet: Gene Interaction Inference for Disease Subtype Network Generation
- ICLR 2025HELMET: How to Evaluate Long-context Models Effectively and Thoroughly
- ICLR 2025Herald: A Natural Language Annotated Lean 4 Dataset
- ICLR 2025Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data
- ICLR 2025Human-inspired Episodic Memory for Infinite Context LLMs
- ICLR 2025HyperPLR: Hypergraph Generation through Projection, Learning, and Reconstruction
- ICLR 2025Improving Uncertainty Estimation through Semantically Diverse Language Generation
- ICLR 2025Inference Scaling for Long-Context Retrieval Augmented Generation
- ICLR 2025InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
- ICLR 2025Internet of Agents: Weaving a Web of Heterogeneous Agents for Collaborative Intelligence
- ICLR 2025KBLaM: Knowledge Base augmented Language Model
- ICLR 2025KGARevion: An AI Agent for Knowledge-Intensive Biomedical QA
- ICLR 2025LaMP: Language-Motion Pretraining for Motion Generation, Retrieval, and Captioning
- ICLR 2025Learn-by-interact: A Data-Centric Framework For Self-Adaptive Agents in Realistic Environments
- ICLR 2025Learning-Augmented Frequent Directions
- ICLR 2025Logical Consistency of Large Language Models in Fact-Checking
- ICLR 2025Long-Context LLMs Meet RAG: Overcoming Challenges for Long Inputs in RAG
- ICLR 2025LongMemEval: Benchmarking Chat Assistants on Long-Term Interactive Memory
- ICLR 2025Look Before You Leap: Universal Emergent Mechanism for Retrieval in Language Models
- ICLR 2025MADGEN: Mass-Spec attends to De Novo Molecular generation
- ICLR 2025MAGE: Model-Level Graph Neural Networks Explanations via Motif-based Graph Generation
- ICLR 2025MagicPIG: LSH Sampling for Efficient LLM Generation
- ICLR 2025MAI: A Multi-turn Aggregation-Iteration Model for Composed Image Retrieval
- ICLR 2025Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse
- ICLR 2025MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
- ICLR 2025MeshAnything: Artist-Created Mesh Generation with Autoregressive Transformers
- ICLR 2025MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models
- ICLR 2025MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models
- ICLR 2025Multi-Field Adaptive Retrieval
- ICLR 2025NUDGE: Lightweight Non-Parametric Fine-Tuning of Embeddings for Retrieval
- ICLR 2025NutriBench: A Dataset for Evaluating Large Language Models in Nutrition Estimation from Meal Descriptions
- ICLR 2025OmniSep: Unified Omni-Modality Sound Separation with Query-Mixup
- ICLR 2025Perplexity Trap: PLM-Based Retrievers Overrate Low Perplexity Documents
- ICLR 2025Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion
- ICLR 2025PICASO: Permutation-Invariant Context Composition with State Space Models
- ICLR 2025Promptriever: Instruction-Trained Retrievers Can Be Prompted Like Language Models
- ICLR 2025Provence: efficient and robust context pruning for retrieval-augmented generation
- ICLR 2025Qinco2: Vector Compression and Search with Improved Implicit Neural Codebooks
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。