数据集与基准论文趋势 2023–2026

主要结论

• 数据集与基准论文从 2023 年的 937 篇增长到 2026 年的 1,991 篇，三年间扩大到约 2.1 倍。
• NeurIPS 是发数据集与基准论文最多的会议，2023–2026 年共 1,935 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 8 篇增至 2026 年的 194 篇。
• 在「效率与系统」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的硬件协同是 4.4 倍，数据集与基准是 2.1 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 Surrogate Perspective on Convergence of Fixed-Target DQN
• ICML 2026$\mu$pscaling small models: Principled warm starts and hyperparameter transfer
• ICLR 2026**TandemFoilSet**: Datasets for Flow Field Prediction of Tandem-Airfoil Through the Reuse of Single Airfoils
• CVPR 20264DEquine Disentangling Motion and Appearance for 4D Equine Reconstruction from
• NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
• ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
• ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
• CVPR 20253D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
• NeurIPS 2024A Benchmark Dataset for Event-Guided Human Pose Estimation and Tracking in Extreme Conditions
• ICML 2024A connection between Tempering and Entropic Mirror Descent
• ICLR 2024A Benchmark Study on Calibration
• CVPR 2024Data Valuation and Detections in Federated Learning
• NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
• ICML 2023A Picture of the Space of Typical Learnable Tasks
• ICLR 2023$\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells
• CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
• NeurIPS 2026A Theoretical Bridge Between Long-Tailed Recognition and Continual Learning
• ICML 2026A Semantically Consistent Dataset for Data-Efficient Query-Based Universal Sound Separation
• ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
• CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and

全部数据集与基准论文

共 382 篇，第 1 / 8 页

1. CVPR 2023"Seeing" Electric Network Frequency From Events
2. CVPR 20233D-POP - An Automated Annotation Approach to Facilitate Markerless 2D-3D Tracking of Freely Moving Birds With Marker-Based Motion Capture
3. CVPR 2023A Bag-of-Prototypes Representation for Dataset-Level Applications
4. CVPR 2023A Data-Based Perspective on Transfer Learning
5. CVPR 2023A Hierarchical Representation Network for Accurate and Detailed Face Reconstruction From In-the-Wild Images
6. CVPR 2023A Large-Scale Homography Benchmark
7. CVPR 2023A Meta-Learning Approach to Predicting Performance and Data Requirements
8. CVPR 2023A New Benchmark: On the Utility of Synthetic Data With Blender for Bare Supervised Learning and Downstream Domain Adaptation
9. CVPR 2023A New Comprehensive Benchmark for Semi-Supervised Video Anomaly Detection and Anticipation
10. CVPR 2023A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories
11. CVPR 2023A New Path: Scaling Vision-and-Language Navigation With Synthetic Instructions and Imitation Learning
12. CVPR 2023A Rotation-Translation-Decoupled Solution for Robust and Efficient Visual-Inertial Initialization
13. CVPR 2023A Soma Segmentation Benchmark in Full Adult Fly Brain
14. CVPR 2023A Unified HDR Imaging Method With Pixel and Patch Level
15. CVPR 2023A Whac-a-Mole Dilemma: Shortcuts Come in Multiples Where Mitigating One Amplifies Others
16. CVPR 2023A-La-Carte Prompt Tuning (APT): Combining Distinct Data via Composable Prompting
17. CVPR 2023Accelerating Dataset Distillation via Model Augmentation
18. CVPR 2023Achieving a Better Stability-Plasticity Trade-Off via Auxiliary Networks in Continual Learning
19. CVPR 2023Adversarial Normalization: I Can Visualize Everything (ICE)
20. CVPR 2023Adversarial Robustness via Random Projection Filters
21. CVPR 2023Align and Attend: Multimodal Summarization With Dual Contrastive Losses
22. CVPR 2023AligNeRF: High-Fidelity Neural Radiance Fields via Alignment-Aware Training
23. CVPR 2023All-in-Focus Imaging From Event Focal Stack
24. CVPR 2023An Image Quality Assessment Dataset for Portraits
25. CVPR 2023An In-Depth Exploration of Person Re-Identification and Gait Recognition in Cloth-Changing Conditions
26. CVPR 2023AnyFlow: Arbitrary Scale Optical Flow With Implicit Neural Representation
27. CVPR 2023Architectural Backdoors in Neural Networks
28. CVPR 2023Architecture, Dataset and Model-Scale Agnostic Data-Free Meta-Learning
29. CVPR 2023ARCTIC: A Dataset for Dexterous Bimanual Hand-Object Manipulation
30. CVPR 2023Are Deep Neural Networks SMARTer Than Second Graders?
31. CVPR 2023ARKitTrack: A New Diverse Dataset for Tracking Using Mobile RGB-D Data
32. CVPR 2023Automatic High Resolution Wire Segmentation and Removal
33. CVPR 2023Backdoor Defense via Adaptively Splitting Poisoned Dataset
34. CVPR 2023Backdoor Defense via Deconfounded Representation Learning
35. CVPR 2023BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation
36. CVPR 2023BEDLAM: A Synthetic Dataset of Bodies Exhibiting Detailed Lifelike Animated Motion
37. CVPR 2023Benchmarking Self-Supervised Learning on Diverse Pathology Datasets
38. CVPR 2023Best of Both Worlds: Multimodal Contrastive Learning With Tabular and Imaging Data
39. CVPR 2023Bias Mimicking: A Simple Sampling Approach for Bias Mitigation
40. CVPR 2023BiasBed - Rigorous Texture Bias Evaluation
41. CVPR 2023Boosting Semi-Supervised Learning by Exploiting All Unlabeled Data
42. CVPR 2023Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization
43. CVPR 2023Boundary Unlearning: Rapid Forgetting of Deep Networks via Shifting the Decision Boundary
44. CVPR 2023Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack
45. CVPR 2023BundleSDF: Neural 6-DoF Tracking and 3D Reconstruction of Unknown Objects
46. CVPR 2023Camouflaged Instance Segmentation via Explicit De-Camouflaging
47. CVPR 2023CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss
48. CVPR 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objects
49. CVPR 2023CCuantuMM: Cycle-Consistent Quantum-Hybrid Matching of Multiple Shapes
50. CVPR 2023CelebV-Text: A Large-Scale Facial Text-Video Dataset

常见问题

2023–2026 年四大会议一共有多少篇数据集与基准论文？

共 5,856 篇，按年份分别是 2023 年 937 篇、2024 年 1,346 篇、2025 年 1,582 篇、2026 年 1,991 篇。

NeurIPS 2026 有多少篇数据集与基准论文？

NeurIPS 2026 有 623 篇数据集与基准论文，上一届是 637 篇。

ICLR 2026 有多少篇数据集与基准论文？

ICLR 2026 有 635 篇数据集与基准论文，上一届是 419 篇。

ICML 2026 有多少篇数据集与基准论文？

ICML 2026 有 275 篇数据集与基准论文，上一届是 189 篇。

CVPR 2026 有多少篇数据集与基准论文？

CVPR 2026 有 458 篇数据集与基准论文，上一届是 337 篇。

哪个会议的数据集与基准论文最多？

NeurIPS，2023–2026 年共 1,935 篇。