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 183 篇，第 1 / 4 页

1. CVPR 2024An Asymmetric Augmented Self-Supervised Learning Method for Unsupervised Fine-Grained Image Hashing
2. CVPR 2024Attribute-Guided Pedestrian Retrieval: Bridging Person Re-ID with Internal Attribute Variability
3. CVPR 2024AttriHuman-3D: Editable 3D Human Avatar Generation with Attribute Decomposition and Indexing
4. CVPR 2024Causal-CoG: A Causal-Effect Look at Context Generation for Boosting Multi-modal Language Models
5. CVPR 2024Characteristics Matching Based Hash Codes Generation for Efficient Fine-grained Image Retrieval
6. CVPR 2024Composed Video Retrieval via Enriched Context and Discriminative Embeddings
7. CVPR 2024Contextual Augmented Global Contrast for Multimodal Intent Recognition
8. CVPR 2024ControlRoom3D: Room Generation using Semantic Proxy Rooms
9. CVPR 2024CPR: Retrieval Augmented Generation for Copyright Protection
10. CVPR 2024D3still: Decoupled Differential Distillation for Asymmetric Image Retrieval
11. CVPR 2024DemoCaricature: Democratising Caricature Generation with a Rough Sketch
12. CVPR 2024DSGG: Dense Relation Transformer for an End-to-end Scene Graph Generation
13. CVPR 2024Dual Pose-invariant Embeddings: Learning Category and Object-specific Discriminative Representations for Recognition and Retrieval
14. CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
15. CVPR 2024EVCap: Retrieval-Augmented Image Captioning with External Visual-Name Memory for Open-World Comprehension
16. CVPR 2024Exact Fusion via Feature Distribution Matching for Few-shot Image Generation
17. CVPR 2024FaceChain-SuDe: Building Derived Class to Inherit Category Attributes for One-shot Subject-Driven Generation
18. CVPR 2024FairRAG: Fair Human Generation via Fair Retrieval Augmentation
19. CVPR 2024Fine-grained Prototypical Voting with Heterogeneous Mixup for Semi-supervised 2D-3D Cross-modal Retrieval
20. CVPR 2024Gaussian Shell Maps for Efficient 3D Human Generation
21. CVPR 2024Hallucination Augmented Contrastive Learning for Multimodal Large Language Model
22. CVPR 2024How to Handle Sketch-Abstraction in Sketch-Based Image Retrieval?
23. CVPR 2024Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generation
24. CVPR 2024Instruct-Imagen: Image Generation with Multi-modal Instruction
25. CVPR 2024KP-RED: Exploiting Semantic Keypoints for Joint 3D Shape Retrieval and Deformation
26. CVPR 2024LAKE-RED: Camouflaged Images Generation by Latent Background Knowledge Retrieval-Augmented Diffusion
27. CVPR 2024Language-only Training of Zero-shot Composed Image Retrieval
28. CVPR 2024Learning to Rematch Mismatched Pairs for Robust Cross-Modal Retrieval
29. CVPR 2024LeGO: Leveraging a Surface Deformation Network for Animatable Stylized Face Generation with One Example
30. CVPR 2024Leveraging Predicate and Triplet Learning for Scene Graph Generation
31. CVPR 2024OmniMotionGPT: Animal Motion Generation with Limited Data
32. CVPR 2024POPDG: Popular 3D Dance Generation with PopDanceSet
33. CVPR 2024ProS: Prompting-to-simulate Generalized knowledge for Universal Cross-Domain Retrieval
34. CVPR 2024Retrieval-Augmented Egocentric Video Captioning
35. CVPR 2024Retrieval-Augmented Embodied Agents
36. CVPR 2024Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation
37. CVPR 2024Retrieval-Augmented Open-Vocabulary Object Detection
38. CVPR 2024ShapeMatcher: Self-Supervised Joint Shape Canonicalization Segmentation Retrieval and Deformation
39. CVPR 2024SSR-Encoder: Encoding Selective Subject Representation for Subject-Driven Generation
40. CVPR 2024Style Aligned Image Generation via Shared Attention
41. CVPR 2024StyleCineGAN: Landscape Cinemagraph Generation using a Pre-trained StyleGAN
42. CVPR 2024Task-Driven Exploration: Decoupling and Inter-Task Feedback for Joint Moment Retrieval and Highlight Detection
43. CVPR 2024The Neglected Tails in Vision-Language Models
44. CVPR 2024Towards a Simultaneous and Granular Identity-Expression Control in Personalized Face Generation
45. CVPR 2024Towards Automated Movie Trailer Generation
46. CVPR 2024Tri-Modal Motion Retrieval by Learning a Joint Embedding Space
47. CVPR 2024UFineBench: Towards Text-based Person Retrieval with Ultra-fine Granularity
48. CVPR 2024Visual-Augmented Dynamic Semantic Prototype for Generative Zero-Shot Learning
49. CVPR 2024You'll Never Walk Alone: A Sketch and Text Duet for Fine-Grained Image Retrieval
50. ICLR 2024A Branching Decoder for Set 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。