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 364 篇，第 1 / 8 页

1. CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
2. CVPR 2024360Loc: A Dataset and Benchmark for Omnidirectional Visual Localization with Cross-device Queries
3. CVPR 20243D Feature Tracking via Event Camera
4. CVPR 20243DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labelling
5. CVPR 20244D-DRESS: A 4D Dataset of Real-World Human Clothing With Semantic Annotations
6. CVPR 2024A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
7. CVPR 2024A Noisy Elephant in the Room: Is Your Out-of-Distribution Detector Robust to Label Noise?
8. CVPR 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalization
9. CVPR 2024A Simple Baseline for Efficient Hand Mesh Reconstruction
10. CVPR 2024A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
11. CVPR 2024A&B BNN: Add&Bit-Operation-Only Hardware-Friendly Binary Neural Network
12. CVPR 2024Absolute Pose from One or Two Scaled and Oriented Features
13. CVPR 2024Activity-Biometrics: Person Identification from Daily Activities
14. CVPR 2024Advancing Saliency Ranking with Human Fixations: Dataset Models and Benchmarks
15. CVPR 2024Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial Imagery
16. CVPR 2024Affine Equivariant Networks Based on Differential Invariants
17. CVPR 2024AirPlanes: Accurate Plane Estimation via 3D-Consistent Embeddings
18. CVPR 2024Alchemist: Parametric Control of Material Properties with Diffusion Models
19. CVPR 2024Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering
20. CVPR 2024All Rivers Run to the Sea: Private Learning with Asymmetric Flows
21. CVPR 2024Amodal Ground Truth and Completion in the Wild
22. CVPR 2024Analyzing and Improving the Training Dynamics of Diffusion Models
23. CVPR 2024Anomaly Score: Evaluating Generative Models and Individual Generated Images based on Complexity and Vulnerability
24. CVPR 2024APISR: Anime Production Inspired Real-World Anime Super-Resolution
25. CVPR 2024Artist-Friendly Relightable and Animatable Neural Heads
26. CVPR 2024Atlantis: Enabling Underwater Depth Estimation with Stable Diffusion
27. CVPR 2024AUEditNet: Dual-Branch Facial Action Unit Intensity Manipulation with Implicit Disentanglement
28. CVPR 2024Auto-Train-Once: Controller Network Guided Automatic Network Pruning from Scratch
29. CVPR 2024AutoAD III: The Prequel - Back to the Pixels
30. CVPR 2024BEHAVIOR Vision Suite: Customizable Dataset Generation via Simulation
31. CVPR 2024Behind the Veil: Enhanced Indoor 3D Scene Reconstruction with Occluded Surfaces Completion
32. CVPR 2024BEM: Balanced and Entropy-based Mix for Long-Tailed Semi-Supervised Learning
33. CVPR 2024Beyond Seen Primitive Concepts and Attribute-Object Compositional Learning
34. CVPR 2024Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples
35. CVPR 2024Bezier Everywhere All at Once: Learning Drivable Lanes as Bezier Graphs
36. CVPR 2024Bilateral Event Mining and Complementary for Event Stream Super-Resolution
37. CVPR 2024BilevelPruning: Unified Dynamic and Static Channel Pruning for Convolutional Neural Networks
38. CVPR 2024BiPer: Binary Neural Networks using a Periodic Function
39. CVPR 2024Blind Image Quality Assessment Based on Geometric Order Learning
40. CVPR 2024Boosting Adversarial Transferability by Block Shuffle and Rotation
41. CVPR 2024Boosting Order-Preserving and Transferability for Neural Architecture Search: a Joint Architecture Refined Search and Fine-tuning Approach
42. CVPR 2024BoQ: A Place is Worth a Bag of Learnable Queries
43. CVPR 2024Brain Decodes Deep Nets
44. CVPR 2024Byzantine-robust Decentralized Federated Learning via Dual-domain Clustering and Trust Bootstrapping
45. CVPR 2024C^2RV: Cross-Regional and Cross-View Learning for Sparse-View CBCT Reconstruction
46. CVPR 2024CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
47. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
48. CVPR 2024Capturing Closely Interacted Two-Person Motions with Reaction Priors
49. CVPR 2024Close Imitation of Expert Retouching for Black-and-White Photography
50. CVPR 2024COCONut: Modernizing COCO Segmentation

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。