稠密检索论文趋势 2023–2026
双塔与 ANN
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 401 篇被归入该主题的论文。
主要结论
- 稠密检索论文从 2023 年的 60 篇增长到 2026 年的 162 篇，三年间扩大到约 2.7 倍。
- CVPR 是发稠密检索论文最多的会议，2023–2026 年共 147 篇，占四个会议总量的 37%。
- 交叉方向里涨得最快的是检索记忆：同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 21 篇。
- 在「信息检索」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的交叉编码重排是 3.0 倍，稠密检索是 2.7 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 6 | 12 | 8 | 34 | 60 |
| 2024 | 23 | 14 | 22 | 33 | 92 |
| 2025 | 35 | 12 | 10 | 30 | 87 |
| 2026 | 51 | 26 | 35 | 50 | 162 |
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 2026Half-Truths Break Similarity-Based Retrieval
- ICML 2026Deep Discriminative Structure Proxy Hashing for Cross-modal Retrieval
- ICLR 2026A Dense Subset Index for Collective Query Coverage
- CVPR 2026Beyond Caption-Based Queries in Video Moment Retrieval
- NeurIPS 2025Dense Associative Memory with Epanechnikov Energy
- ICML 2025Nonparametric Modern Hopfield Models
- ICLR 2025Contextual Document Embeddings
- CVPR 2025Adapting Dense Matching for Homography Estimation with Grid-based Acceleration
- NeurIPS 2024CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes
- ICML 2024Compute Better Spent: Replacing Dense Layers with Structured Matrices
- ICLR 2024Adaptive Retrieval and Scalable Indexing for k-NN Search with Cross-Encoders
- CVPR 2024Dense Optical Tracking: Connecting the Dots
- NeurIPS 2023Bypassing spike sorting: Density-based decoding using spike localization from dense multielectrode probes
- ICML 2023Everyone's Preference Changes Differently: A Weighted Multi-Interest Model For Retrieval
- ICLR 2023Automating Nearest Neighbor Search Configuration with Constrained Optimization
- CVPR 2023Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning
- NeurIPS 2026Hyperparameter Transfer for Dense Associative Memories
- ICML 2026Dense associative memory for Gaussian distributions
- ICLR 2026Beyond Instance-Level Alignment: Dual-Level Optimal Transport for Audio-Text Retrieval
- CVPR 2026Beyond Tie Points Satellite Image Block Adjustment based on Dense
全部稠密检索论文
共 162 篇，第 4 / 4 页
- NeurIPS 2026Retrieval-Centric Deep Learning in Growing Nonparametric Neural Networks
- NeurIPS 2026Sinkhorn Based Associative Memory Retrieval Using Spherical Hellinger Kantorovich Dynamics
- NeurIPS 2026TIGER-FG: Text-Guided Implicit Fine-Grained Grounding for E-commerce Retrieval
- NeurIPS 2026Track4D: Representing Dense 3D Tracking for Video Diffusion Models
- NeurIPS 2026TrackCraft3R: Repurposing Video Diffusion Transformers for Dense 3D Tracking
- NeurIPS 2026TRIM: A Theory of Retrieval with Incremental Memory -- Defect, Benefit, and Critical Horizon
- NeurIPS 2026VecDBLens: A Modular Framework for Diagnosing Vector Databases Retrieval Pipelines
- NeurIPS 2026VidVec: Unlocking Video MLLM Embeddings for Video-Text Retrieval
- NeurIPS 2026When Does Graph Retrieval Become Answer-Supporting Evidence? A Diagnostic Audit of GraphRAG
- NeurIPS 2026When to Trust Memory: Retrieval-Guided Probabilistic Spatiotemporal Forecasting under Distribution Shift
- NeurIPS 2026Where Root Cause Analysis Fails: A Retrieval-Reranking Decomposition
- NeurIPS 2026Your Embedding Model Is SMARTer Than You Think
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 查稠密检索在 CVPR 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": "dense-retrieval"}
常见问题
- 2023–2026 年四大会议一共有多少篇稠密检索论文？
- 共 401 篇，按年份分别是 2023 年 60 篇、2024 年 92 篇、2025 年 87 篇、2026 年 162 篇。
- NeurIPS 2026 有多少篇稠密检索论文？
- NeurIPS 2026 有 51 篇稠密检索论文，上一届是 35 篇。
- ICLR 2026 有多少篇稠密检索论文？
- ICLR 2026 有 26 篇稠密检索论文，上一届是 12 篇。
- ICML 2026 有多少篇稠密检索论文？
- ICML 2026 有 35 篇稠密检索论文，上一届是 10 篇。
- CVPR 2026 有多少篇稠密检索论文？
- CVPR 2026 有 50 篇稠密检索论文，上一届是 30 篇。
- 哪个会议的稠密检索论文最多？
- CVPR，2023–2026 年共 147 篇。