数据集与基准论文趋势 2023–2026
新数据集与评测协议
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,856 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 227 | 162 | 166 | 382 | 937 |
| 2024 | 448 | 216 | 318 | 364 | 1,346 |
| 2025 | 637 | 419 | 189 | 337 | 1,582 |
| 2026 | 623 | 635 | 275 | 458 | 1,991 |
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 5 / 7 页
- CVPR 2025Open-Canopy: Towards Very High Resolution Forest Monitoring
- CVPR 2025OpenHumanVid: A Large-Scale High-Quality Dataset for Enhancing Human-Centric Video Generation
- CVPR 2025OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection
- CVPR 2025OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation
- CVPR 2025OpticalNet: An Optical Imaging Dataset and Benchmark Beyond the Diffraction Limit
- CVPR 2025ORIDa: Object-centric Real-world Image Composition Dataset
- CVPR 2025OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP
- CVPR 2025PanDA: Towards Panoramic Depth Anything with Unlabeled Panoramas and Mobius Spatial Augmentation
- CVPR 2025Perceptually Accurate 3D Talking Head Generation: New Definitions, Speech-Mesh Representation, and Evaluation Metrics
- CVPR 2025PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset
- CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
- CVPR 2025PICO: Reconstructing 3D People In Contact with Objects
- CVPR 2025Pixel-aligned RGB-NIR Stereo Imaging and Dataset for Robot Vision
- CVPR 2025PlanarSplatting: Accurate Planar Surface Reconstruction in 3 Minutes
- CVPR 2025PLeaS - Merging Models with Permutations and Least Squares
- CVPR 2025PMNI: Pose-free Multi-view Normal Integration for Reflective and Textureless Surface Reconstruction
- CVPR 2025PolarFree: Polarization-based Reflection-Free Imaging
- CVPR 2025Polarized Color Screen Matting
- CVPR 2025PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation
- CVPR 2025Potential Field Based Deep Metric Learning
- CVPR 2025Pow3R: Empowering Unconstrained 3D Reconstruction with Camera and Scene Priors
- CVPR 2025Prior-free 3D Object Tracking
- CVPR 2025Prosody-Enhanced Acoustic Pre-training and Acoustic-Disentangled Prosody Adapting for Movie Dubbing
- CVPR 2025Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content
- CVPR 2025Quad-Pixel Image Defocus Deblurring: A New Benchmark and Model
- CVPR 2025QuCOOP: A Versatile Framework for Solving Composite and Binary-Parametrised Problems on Quantum Annealers
- CVPR 2025RAEncoder: A Label-Free Reversible Adversarial Examples Encoder for Dataset Intellectual Property Protection
- CVPR 2025RDD: Robust Feature Detector and Descriptor using Deformable Transformer
- CVPR 2025Real-IAD D3: A Real-World 2D/Pseudo-3D/3D Dataset for Industrial Anomaly Detection
- CVPR 2025RealEdit: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations
- CVPR 2025Reconstructing Animals and the Wild
- CVPR 2025Reconstructing Humans with a Biomechanically Accurate Skeleton
- CVPR 2025Reconstructing People, Places, and Cameras
- CVPR 2025Rectification-specific Supervision and Constrained Estimator for Online Stereo Rectification
- CVPR 2025Recurrent Feature Mining and Keypoint Mixup Padding for Category-Agnostic Pose Estimation
- CVPR 2025RefPose: Leveraging Reference Geometric Correspondences for Accurate 6D Pose Estimation of Unseen Objects
- CVPR 2025Reloc3r: Large-Scale Training of Relative Camera Pose Regression for Generalizable, Fast, and Accurate Visual Localization
- CVPR 2025Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios
- CVPR 2025Rethinking Correspondence-based Category-Level Object Pose Estimation
- CVPR 2025Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification
- CVPR 2025Rethinking Reconstruction and Denoising in the Dark: New Perspective, General Architecture and Beyond
- CVPR 2025RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety
- CVPR 2025RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives
- CVPR 2025RoboSense: Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured Environments
- CVPR 2025RSAR: Restricted State Angle Resolver and Rotated SAR Benchmark
- CVPR 2025SAMBLE: Shape-Specific Point Cloud Sampling for an Optimal Trade-Off Between Local Detail and Global Uniformity
- CVPR 2025Scalable Autoregressive Monocular Depth Estimation
- CVPR 2025Scale Efficient Training for Large Datasets
- CVPR 2025SCFlow2: Plug-and-Play Object Pose Refiner with Shape-Constraint Scene Flow
- CVPR 2025Sea-ing in Low-light
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 查数据集与基准在 NeurIPS 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": "dataset-and-benchmarks"}
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。