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 337 篇，第 1 / 7 页

1. CVPR 20253D Convex Splatting: Radiance Field Rendering with 3D Smooth Convexes
2. CVPR 20253D Student Splatting and Scooping
3. CVPR 20253D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination
4. CVPR 20253D-LLaVA: Towards Generalist 3D LMMs with Omni Superpoint Transformer
5. CVPR 20254DTAM: Non-Rigid Tracking and Mapping via Dynamic Surface Gaussians
6. CVPR 2025A Dataset for Semantic Segmentation in the Presence of Unknowns
7. CVPR 2025A Flag Decomposition for Hierarchical Datasets
8. CVPR 2025A Lightweight UDF Learning Framework for 3D Reconstruction Based on Local Shape Functions
9. CVPR 2025A New Statistical Model of Star Speckles for Learning to Detect and Characterize Exoplanets in Direct Imaging Observations
10. CVPR 2025A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets
11. CVPR 2025A Unified, Resilient, and Explainable Adversarial Patch Detector
12. CVPR 2025Advancing Manga Analysis: Comprehensive Segmentation Annotations for the Manga109 Dataset
13. CVPR 2025AerialMegaDepth: Learning Aerial-Ground Reconstruction and View Synthesis
14. CVPR 2025AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark
15. CVPR 2025AirRoom: Objects Matter in Room Reidentification
16. CVPR 2025AlignMamba: Enhancing Multimodal Mamba with Local and Global Cross-modal Alignment
17. CVPR 2025Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2D
18. CVPR 2025ANNEXE: Unified Analyzing, Answering, and Pixel Grounding for Egocentric Interaction
19. CVPR 2025Any6D: Model-free 6D Pose Estimation of Novel Objects
20. CVPR 2025AnyCam: Learning to Recover Camera Poses and Intrinsics from Casual Videos
21. CVPR 2025AnySat: One Earth Observation Model for Many Resolutions, Scales, and Modalities
22. CVPR 2025ARKit LabelMaker: A New Scale for Indoor 3D Scene Understanding
23. CVPR 2025ArtiFade: Learning to Generate High-quality Subject from Blemished Images
24. CVPR 2025Attention IoU: Examining Biases in CelebA using Attention Maps
25. CVPR 2025Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability
26. CVPR 2025Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation
27. CVPR 2025Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
28. CVPR 2025Automatic Spectral Calibration of Hyperspectral Images: Method, Dataset and Benchmark
29. CVPR 2025BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
30. CVPR 2025BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance
31. CVPR 2025Beyond Clean Training Data: A Versatile and Model-Agnostic Framework for Out-of-Distribution Detection with Contaminated Training Data
32. CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
33. CVPR 2025BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature
34. CVPR 2025BOOTPLACE: Bootstrapped Object Placement with Detection Transformers
35. CVPR 2025Camouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering
36. CVPR 2025Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding
37. CVPR 2025CAP-Net: A Unified Network for 6D Pose and Size Estimation of Categorical Articulated Parts from a Single RGB-D Image
38. CVPR 2025CASAGPT: Cuboid Arrangement and Scene Assembly for Interior Design
39. CVPR 2025CDI: Copyrighted Data Identification in Diffusion Models
40. CVPR 2025CGMatch: A Different Perspective of Semi-supervised Learning
41. CVPR 2025CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation
42. CVPR 2025CheXwhatsApp: A Dataset for Exploring Challenges in the Diagnosis of Chest X-rays through Mobile Devices
43. CVPR 2025CholecTrack20: A Multi-Perspective Tracking Dataset for Surgical Tools
44. CVPR 2025ClimbingCap: Multi-Modal Dataset and Method for Rock Climbing in World Coordinate
45. CVPR 2025Co-op: Correspondence-based Novel Object Pose Estimation
46. CVPR 2025CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI
47. CVPR 2025CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation
48. CVPR 2025Comprehensive Relighting: Generalizable and Consistent Monocular Human Relighting and Harmonization
49. CVPR 2025ComRoPE: Scalable and Robust Rotary Position Embedding Parameterized by Trainable Commuting Angle Matrices
50. CVPR 2025Condensing Action Segmentation Datasets via Generative Network Inversion

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。