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 1,987 篇，第 1 / 40 页

1. CVPR 20262-Shots in the Dark Low-Light Denoising with Minimal Data Acquisition
2. CVPR 20263D-IDE 3D Implicit Depth Emergent
3. CVPR 20263DReflecNet A Large-Scale Dataset for 3D Reconstruction of Reflective Transparent
4. CVPR 20264C4D 4 Camera 4D Gaussian Splatting
5. CVPR 20264DEquine Disentangling Motion and Appearance for 4D Equine Reconstruction from
6. CVPR 20264DSurf High-Fidelity Dynamic Scene Surface Reconstruction
7. CVPR 2026A Faster Path to Continual Learning
8. CVPR 2026A3 Towards Advertising Aesthetic Assessment
9. CVPR 2026Accelerating Diffusion Model Training under Minimal Budgets A Condensation-Based Perspective
10. CVPR 2026ACE-Merging Data-Free Model Merging with Adaptive Covariance Estimation
11. CVPR 2026ActivityForensics A Comprehensive Benchmark for Localizing Manipulated Activity in Videos
12. CVPR 2026Adaptive Spatial-Temporal Window Unlocking the Potential of Event Cameras in
13. CVPR 2026Advancing Cancer Prognosis with Hierarchical Fusion of Genomic Proteomic and
14. CVPR 2026AERGS-SLAM Auto-Exposure-Robust Stereo 3D Gaussian Splatting SLAM
15. CVPR 2026Affine Perspective-Three-Point Problem
16. CVPR 2026Aligning Text Images and 3D Structure Token-by-Token
17. CVPR 2026alphaMatte4K muMatting Dataset and Model for Ultra-Micro Precision Alpha
18. CVPR 2026AMB3R Accurate Feed-forward Metric-scale 3D Reconstruction with Backend
19. CVPR 2026An Instance-Centric Panoptic Occupancy Prediction Benchmark for Autonomous Driving
20. CVPR 2026Anatomica Localized Control over Geometric and Topological Properties for Anatomical
21. CVPR 2026Anchoring and Rescaling Attention for Semantically Coherent Inbetweening
22. CVPR 2026AnyPcc Compressing Any Point Cloud with a Single Universal Model
23. CVPR 2026ArchSym Detecting 3D-Grounded Architectural Symmetries in the Wild
24. CVPR 2026ART Articulated Reconstruction Transformer
25. CVPR 2026Artiverse A Diverse and Physically Grounded Dataset for Articulated Objects
26. CVPR 2026B3-Seg Camera-Free Training-Free 3DGS Segmentation via Analytic EIG and Beta-Bernoulli
27. CVPR 2026BackSplit The Importance of Sub-dividing the Background in Biomedical Lesion
28. CVPR 2026Balanced Dataset Distillation via Modeling Multiple Visual Pattern Distribution
29. CVPR 2026BarbieGait An Identity-Consistent Synthetic Human Dataset with Versatile Cloth-Changing for
30. CVPR 2026Benchmarking Endoscopic Surgical Image Restoration and Beyond
31. CVPR 2026Beyond Appearance Camouflaged Object Detection via Geometric Structure
32. CVPR 2026Beyond Duality A Hybrid Framework of Leveraging Shared and Private
33. CVPR 2026Beyond Reassembly Fractured Object Recovery with Missing Parts
34. CVPR 2026Beyond Soft Label Dataset Distillation via Orthogonal Gradient Matching
35. CVPR 2026Beyond Strict Pairing Arbitrarily Paired Training for High-Performance Infrared and
36. CVPR 2026Beyond Top Activations Efficient and Reliable Crowdsourced Evaluation of Automated
37. CVPR 2026Bidirectional Normalizing Flow From Data to Noise and Back
38. CVPR 2026BioVITA Biological Dataset Model and Benchmark for Visual-Textual-Acoustic Alignment
39. CVPR 2026Bootstrap Your Own AV-Proxies Adaptive Contrastive and Prototype Learning for
40. CVPR 2026Breaking the 3D Dataset Bottleneck Fast Scalable Generation of Aligned
41. CVPR 2026Breaking the Illusion When Positive Meets Negative in Multimodal Decoding
42. CVPR 2026Bridging Brain and Semantics A Hierarchical Framework for Semantically Enhanced
43. CVPR 2026Bridging Domain Expertise and Generalization for Performance Estimation
44. CVPR 2026Bridging Facial Understanding and Animation via Language Models
45. CVPR 2026Bridging Human Evaluation to Infrared and Visible Image Fusion
46. CVPR 2026Bridging RGB and Hematoxylin Components An Interleaved Guidance and Fusion
47. CVPR 2026Building Robust Vision Encoders for Cross-Dataset Evaluation in Immunofluorescent Microscopy
48. CVPR 2026CADFS A Big CAD Program Dataset and Framework for Computer-Aided
49. CVPR 2026CanonCGT Reference-Based Color Grading via Canonical Pivot Representation
50. CVPR 2026CaptionFormer Unified Segmentation Tracking and Captioning for Spatio-Temporal Objects

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。