检索增强生成论文趋势 2023–2026

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。

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 37 篇，第 1 / 1 页

1. CVPR 2023Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning
2. CVPR 2023Asymmetric Feature Fusion for Image Retrieval
3. CVPR 2023Boundary-Aware Backward-Compatible Representation via Adversarial Learning in Image Retrieval
4. CVPR 2023Catch Missing Details: Image Reconstruction With Frequency Augmented Variational Autoencoder
5. CVPR 2023CiCo: Domain-Aware Sign Language Retrieval via Cross-Lingual Contrastive Learning
6. CVPR 2023CLIPPING: Distilling CLIP-Based Models With a Student Base for Video-Language Retrieval
7. CVPR 2023Data-Free Sketch-Based Image Retrieval
8. CVPR 2023Disentangling Writer and Character Styles for Handwriting Generation
9. CVPR 2023Fast Contextual Scene Graph Generation With Unbiased Context Augmentation
10. CVPR 2023Feature Representation Learning With Adaptive Displacement Generation and Transformer Fusion for Micro-Expression Recognition
11. CVPR 2023HAAV: Hierarchical Aggregation of Augmented Views for Image Captioning
12. CVPR 2023Hierarchical Video-Moment Retrieval and Step-Captioning
13. CVPR 2023High-Fidelity 3D Face Generation From Natural Language Descriptions
14. CVPR 2023Improving Cross-Modal Retrieval With Set of Diverse Embeddings
15. CVPR 2023Improving the Transferability of Adversarial Samples by Path-Augmented Method
16. CVPR 2023Interactive and Explainable Region-Guided Radiology Report Generation
17. CVPR 2023LANA: A Language-Capable Navigator for Instruction Following and Generation
18. CVPR 2023LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction
19. CVPR 2023Learning Customized Visual Models With Retrieval-Augmented Knowledge
20. CVPR 2023MaskSketch: Unpaired Structure-Guided Masked Image Generation
21. CVPR 2023Multilateral Semantic Relations Modeling for Image Text Retrieval
22. CVPR 2023Neural Transformation Fields for Arbitrary-Styled Font Generation
23. CVPR 2023NoisyTwins: Class-Consistent and Diverse Image Generation Through StyleGANs
24. CVPR 2023Picture That Sketch: Photorealistic Image Generation From Abstract Sketches
25. CVPR 2023Pix2map: Cross-Modal Retrieval for Inferring Street Maps From Images
26. CVPR 2023Private Image Generation With Dual-Purpose Auxiliary Classifier
27. CVPR 2023R2Former: Unified Retrieval and Reranking Transformer for Place Recognition
28. CVPR 2023RA-CLIP: Retrieval Augmented Contrastive Language-Image Pre-Training
29. CVPR 2023Rawgment: Noise-Accounted RAW Augmentation Enables Recognition in a Wide Variety of Environments
30. CVPR 2023REVEAL: Retrieval-Augmented Visual-Language Pre-Training With Multi-Source Multimodal Knowledge Memory
31. CVPR 2023RONO: Robust Discriminative Learning With Noisy Labels for 2D-3D Cross-Modal Retrieval
32. CVPR 2023SmallCap: Lightweight Image Captioning Prompted With Retrieval Augmentation
33. CVPR 2023Topology-Guided Multi-Class Cell Context Generation for Digital Pathology
34. CVPR 2023Towards Accurate Image Coding: Improved Autoregressive Image Generation With Dynamic Vector Quantization
35. CVPR 2023Universal Instance Perception As Object Discovery and Retrieval
36. CVPR 2023Unsupervised 3D Shape Reconstruction by Part Retrieval and Assembly
37. CVPR 2023Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style

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。