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 19 / 24 页
- NeurIPS 2025Towards General Continuous Memory for Vision-Language Models
- NeurIPS 2025Towards Robust Uncertainty Calibration for Composed Image Retrieval
- NeurIPS 2025TRACE: Grounding Time Series in Context for Multimodal Embedding and Retrieval
- NeurIPS 2025Track, Inpaint, Resplat: Subject-driven 3D and 4D Generation with Progressive Texture Infilling
- NeurIPS 2025TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster
- NeurIPS 2025Understanding Parametric and Contextual Knowledge Reconciliation within Large Language Models
- NeurIPS 2025Understanding protein function with a multimodal retrieval-augmented foundation model
- NeurIPS 2025Unified all-atom molecule generation with neural fields
- NeurIPS 2025Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding
- NeurIPS 2025Video-RAG: Visually-aligned Retrieval-Augmented Long Video Comprehension
- NeurIPS 2025VimoRAG: Video-based Retrieval-augmented 3D Motion Generation for Motion Language Models
- NeurIPS 2025VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning
- NeurIPS 2025WebThinker: Empowering Large Reasoning Models with Deep Research Capability
- NeurIPS 2025When One Moment Isn't Enough: Multi-Moment Retrieval with Cross-Moment Interactions
- NeurIPS 2025Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals
- CVPR 2024An Asymmetric Augmented Self-Supervised Learning Method for Unsupervised Fine-Grained Image Hashing
- CVPR 2024Attribute-Guided Pedestrian Retrieval: Bridging Person Re-ID with Internal Attribute Variability
- CVPR 2024AttriHuman-3D: Editable 3D Human Avatar Generation with Attribute Decomposition and Indexing
- CVPR 2024Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models
- CVPR 2024Characteristics Matching Based Hash Codes Generation for Efficient Fine-grained Image Retrieval
- CVPR 2024Composed Video Retrieval via Enriched Context and Discriminative Embeddings
- CVPR 2024Contextual Augmented Global Contrast for Multimodal Intent Recognition
- CVPR 2024ControlRoom3D: Room Generation using Semantic Proxy Rooms
- CVPR 2024CPR: Retrieval Augmented Generation for Copyright Protection
- CVPR 2024D3still: Decoupled Differential Distillation for Asymmetric Image Retrieval
- CVPR 2024DemoCaricature: Democratising Caricature Generation with a Rough Sketch
- CVPR 2024DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation
- CVPR 2024Dual Pose-invariant Embeddings: Learning Category and Object-specific Discriminative Representations for Recognition and Retrieval
- CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
- CVPR 2024EVCap: Retrieval-Augmented Image Captioning with External Visual-Name Memory for Open-World Comprehension
- CVPR 2024Exact Fusion via Feature Distribution Matching for Few-shot Image Generation
- CVPR 2024FaceChain-SuDe: Building Derived Class to Inherit Category Attributes for One-shot Subject-Driven Generation
- CVPR 2024FairRAG: Fair Human Generation via Fair Retrieval Augmentation
- CVPR 2024Fine-grained Prototypical Voting with Heterogeneous Mixup for Semi-supervised 2D-3D Cross-modal Retrieval
- CVPR 2024Gaussian Shell Maps for Efficient 3D Human Generation
- CVPR 2024Hallucination Augmented Contrastive Learning for Multimodal Large Language Model
- CVPR 2024How to Handle Sketch-Abstraction in Sketch-Based Image Retrieval?
- CVPR 2024Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generation
- CVPR 2024Instruct-Imagen: Image Generation with Multi-modal Instruction
- CVPR 2024KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and Deformation
- CVPR 2024LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion
- CVPR 2024Language-only Training of Zero-shot Composed Image Retrieval
- CVPR 2024Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval
- CVPR 2024LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example
- CVPR 2024Leveraging Predicate and Triplet Learning for Scene Graph Generation
- CVPR 2024OmniMotionGPT: Animal Motion Generation with Limited Data
- CVPR 2024POPDG: Popular 3D Dance Generation with PopDanceSet
- CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
- CVPR 2024Retrieval-Augmented Egocentric Video Captioning
- CVPR 2024Retrieval-Augmented Embodied Agents
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。