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 5,852 篇，第 105 / 118 页
- CVPR 2023ProxyFormer: Proxy Alignment Assisted Point Cloud Completion With Missing Part Sensitive Transformer
- CVPR 2023PSVT: End-to-End Multi-Person 3D Pose and Shape Estimation With Progressive Video Transformers
- CVPR 2023RankMix: Data Augmentation for Weakly Supervised Learning of Classifying Whole Slide Images With Diverse Sizes and Imbalanced Categories
- CVPR 2023Rate Gradient Approximation Attack Threats Deep Spiking Neural Networks
- CVPR 2023Re-Basin via Implicit Sinkhorn Differentiation
- CVPR 2023Real-Time Evaluation in Online Continual Learning: A New Hope
- CVPR 2023REC-MV: REconstructing 3D Dynamic Cloth From Monocular Videos
- CVPR 2023Recognizability Embedding Enhancement for Very Low-Resolution Face Recognition and Quality Estimation
- CVPR 2023Recognizing Rigid Patterns of Unlabeled Point Clouds by Complete and Continuous Isometry Invariants With No False Negatives and No False Positives
- CVPR 2023Recovering 3D Hand Mesh Sequence From a Single Blurry Image: A New Dataset and Temporal Unfolding
- CVPR 2023Recurrent Homography Estimation Using Homography-Guided Image Warping and Focus Transformer
- CVPR 2023ReDirTrans: Latent-to-Latent Translation for Gaze and Head Redirection
- CVPR 2023RefSR-NeRF: Towards High Fidelity and Super Resolution View Synthesis
- CVPR 2023Relational Space-Time Query in Long-Form Videos
- CVPR 2023ReLight My NeRF: A Dataset for Novel View Synthesis and Relighting of Real World Objects
- CVPR 2023Removing Objects From Neural Radiance Fields
- CVPR 2023Representing Volumetric Videos As Dynamic MLP Maps
- CVPR 2023Rethinking Domain Generalization for Face Anti-Spoofing: Separability and Alignment
- CVPR 2023Rethinking Gradient Projection Continual Learning: Stability / Plasticity Feature Space Decoupling
- CVPR 2023Revisiting Rotation Averaging: Uncertainties and Robust Losses
- CVPR 2023Robust Generalization Against Photon-Limited Corruptions via Worst-Case Sharpness Minimization
- CVPR 2023Robust Multiview Point Cloud Registration With Reliable Pose Graph Initialization and History Reweighting
- CVPR 2023RobustNeRF: Ignoring Distractors With Robust Losses
- CVPR 2023Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models
- CVPR 2023Samples With Low Loss Curvature Improve Data Efficiency
- CVPR 2023Scalable, Detailed and Mask-Free Universal Photometric Stereo
- CVPR 2023ScaleDet: A Scalable Multi-Dataset Object Detector
- CVPR 2023ScarceNet: Animal Pose Estimation With Scarce Annotations
- CVPR 2023SCOOP: Self-Supervised Correspondence and Optimization-Based Scene Flow
- CVPR 2023Semi-Supervised Hand Appearance Recovery via Structure Disentanglement and Dual Adversarial Discrimination
- CVPR 2023ShadowDiffusion: When Degradation Prior Meets Diffusion Model for Shadow Removal
- CVPR 2023Shape, Pose, and Appearance From a Single Image via Bootstrapped Radiance Field Inversion
- CVPR 2023ShapeClipper: Scalable 3D Shape Learning From Single-View Images via Geometric and CLIP-Based Consistency
- CVPR 2023ShapeTalk: A Language Dataset and Framework for 3D Shape Edits and Deformations
- CVPR 2023Shepherding Slots to Objects: Towards Stable and Robust Object-Centric Learning
- CVPR 2023Simulated Annealing in Early Layers Leads to Better Generalization
- CVPR 2023SLACK: Stable Learning of Augmentations With Cold-Start and KL Regularization
- CVPR 2023Slimmable Dataset Condensation
- CVPR 2023SLOPER4D: A Scene-Aware Dataset for Global 4D Human Pose Estimation in Urban Environments
- CVPR 2023SmartAssign: Learning a Smart Knowledge Assignment Strategy for Deraining and Desnowing
- CVPR 2023Solving 3D Inverse Problems Using Pre-Trained 2D Diffusion Models
- CVPR 2023SPARF: Neural Radiance Fields From Sparse and Noisy Poses
- CVPR 2023SparsePose: Sparse-View Camera Pose Regression and Refinement
- CVPR 2023Sphere-Guided Training of Neural Implicit Surfaces
- CVPR 2023Spider GAN: Leveraging Friendly Neighbors To Accelerate GAN Training
- CVPR 2023SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries
- CVPR 2023Spring: A High-Resolution High-Detail Dataset and Benchmark for Scene Flow, Optical Flow and Stereo
- CVPR 2023StepFormer: Self-Supervised Step Discovery and Localization in Instructional Videos
- CVPR 2023Stitchable Neural Networks
- CVPR 2023STMixer: A One-Stage Sparse Action Detector
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。