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 401 篇，第 7 / 9 页
- ICML 2024Compute Better Spent: Replacing Dense Layers with Structured Matrices
- ICML 2024Dense Reward for Free in Reinforcement Learning from Human Feedback
- ICML 2024DiffFPR: Diffusion Prior for Oversampled Fourier Phase Retrieval
- ICML 2024Dual Operating Modes of In-Context Learning
- ICML 2024DUPLEX: Dual GAT for Complex Embedding of Directed Graphs
- ICML 2024Exploring the Benefit of Activation Sparsity in Pre-training
- ICML 2024Exponential Spectral Pursuit: An Effective Initialization Method for Sparse Phase Retrieval
- ICML 2024Faster Streaming and Scalable Algorithms for Finding Directed Dense Subgraphs in Large Graphs
- ICML 2024InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining
- ICML 2024Parsimonious Learning-Augmented Approximations for Dense Instances of $\mathcal{NP}$-hard Problems
- ICML 2024Repoformer: Selective Retrieval for Repository-Level Code Completion
- ICML 2024Retrieval Across Any Domains via Large-scale Pre-trained Model
- ICML 2024Semantically-correlated memories in a dense associative model
- ICML 2024Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network
- ICML 2024SqueezeLLM: Dense-and-Sparse Quantization
- ICML 2024Surface-VQMAE: Vector-quantized Masked Auto-encoders on Molecular Surfaces
- ICML 2024Uniform Memory Retrieval with Larger Capacity for Modern Hopfield Models
- ICML 2024USTAD: Unified Single-model Training Achieving Diverse Scores for Information Retrieval
- NeurIPS 2024A Gradient Accumulation Method for Dense Retriever under Memory Constraint
- NeurIPS 2024Adaptive Important Region Selection with Reinforced Hierarchical Search for Dense Object Detection
- NeurIPS 2024An End-To-End Graph Attention Network Hashing for Cross-Modal Retrieval
- NeurIPS 2024Assembly Fuzzy Representation on Hypergraph for Open-Set 3D Object Retrieval
- NeurIPS 2024CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes
- NeurIPS 2024ChatQA: Surpassing GPT-4 on Conversational QA and RAG
- NeurIPS 2024Counter-Current Learning: A Biologically Plausible Dual Network Approach for Deep Learning
- NeurIPS 2024Dense Associative Memory Through the Lens of Random Features
- NeurIPS 2024Dense Connector for MLLMs
- NeurIPS 2024Dual Critic Reinforcement Learning under Partial Observability
- NeurIPS 2024Exploiting Activation Sparsity with Dense to Dynamic-k Mixture-of-Experts Conversion
- NeurIPS 2024Generative Retrieval Meets Multi-Graded Relevance
- NeurIPS 2024Language Models as Hierarchy Encoders
- NeurIPS 2024MatFormer: Nested Transformer for Elastic Inference
- NeurIPS 2024Multi-Group Proportional Representation in Retrieval
- NeurIPS 2024MUVERA: Multi-Vector Retrieval via Fixed Dimensional Encoding
- NeurIPS 2024On Affine Homotopy between Language Encoders
- NeurIPS 2024Provably Optimal Memory Capacity for Modern Hopfield Models: Transformer-Compatible Dense Associative Memories as Spherical Codes
- NeurIPS 2024Retrieval & Fine-Tuning for In-Context Tabular Models
- NeurIPS 2024SCRREAM : SCan, Register, REnder And Map: A Framework for Annotating Accurate and Dense 3D Indoor Scenes with a Benchmark
- NeurIPS 2024Semi-Open 3D Object Retrieval via Hierarchical Equilibrium on Hypergraph
- NeurIPS 2024Skinned Motion Retargeting with Dense Geometric Interaction Perception
- NeurIPS 2024STaRK: Benchmarking LLM Retrieval on Textual and Relational Knowledge Bases
- CVPR 20231% VS 100%: Parameter-Efficient Low Rank Adapter for Dense Predictions
- CVPR 2023Ambiguity-Resistant Semi-Supervised Learning for Dense Object Detection
- CVPR 2023Are Binary Annotations Sufficient? Video Moment Retrieval via Hierarchical Uncertainty-Based Active Learning
- CVPR 2023CrOC: Cross-View Online Clustering for Dense Visual Representation Learning
- CVPR 2023Data-Free Sketch-Based Image Retrieval
- CVPR 2023DC2: Dual-Camera Defocus Control by Learning To Refocus
- CVPR 2023DejaVu: Conditional Regenerative Learning To Enhance Dense Prediction
- CVPR 2023Dense Distinct Query for End-to-End Object Detection
- CVPR 2023Dense Network Expansion for Class Incremental Learning
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。