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 937 篇，第 4 / 19 页
- CVPR 2023GRES: Generalized Referring Expression Segmentation
- CVPR 2023Habitat-Matterport 3D Semantics Dataset
- CVPR 2023Ham2Pose: Animating Sign Language Notation Into Pose Sequences
- CVPR 2023HandNeRF: Neural Radiance Fields for Animatable Interacting Hands
- CVPR 2023HandsOff: Labeled Dataset Generation With No Additional Human Annotations
- CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
- CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
- CVPR 2023Heterogeneous Continual Learning
- CVPR 2023HGNet: Learning Hierarchical Geometry From Points, Edges, and Surfaces
- CVPR 2023HIER: Metric Learning Beyond Class Labels via Hierarchical Regularization
- CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
- CVPR 2023Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition From Egocentric RGB Videos
- CVPR 2023HOLODIFFUSION: Training a 3D Diffusion Model Using 2D Images
- CVPR 2023How To Prevent the Continuous Damage of Noises To Model Training?
- CVPR 2023How You Feelin'? Learning Emotions and Mental States in Movie Scenes
- CVPR 2023Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning With Hyperspherical Embeddings
- CVPR 2023Human Body Shape Completion With Implicit Shape and Flow Learning
- CVPR 2023Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes
- CVPR 2023HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
- CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
- CVPR 2023Improved Distribution Matching for Dataset Condensation
- CVPR 2023Improving Zero-Shot Generalization and Robustness of Multi-Modal Models
- CVPR 2023Indiscernible Object Counting in Underwater Scenes
- CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
- CVPR 2023Integral Neural Networks
- CVPR 2023Inverse Rendering of Translucent Objects Using Physical and Neural Renderers
- CVPR 2023Invertible Neural Skinning
- CVPR 2023Inverting the Imaging Process by Learning an Implicit Camera Model
- CVPR 2023Jedi: Entropy-Based Localization and Removal of Adversarial Patches
- CVPR 2023Joint Appearance and Motion Learning for Efficient Rolling Shutter Correction
- CVPR 2023Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset
- CVPR 2023JRDB-Pose: A Large-Scale Dataset for Multi-Person Pose Estimation and Tracking
- CVPR 2023L-CoIns: Language-Based Colorization With Instance Awareness
- CVPR 2023Label Information Bottleneck for Label Enhancement
- CVPR 2023Learning a 3D Morphable Face Reflectance Model From Low-Cost Data
- CVPR 2023Learning a Practical SDR-to-HDRTV Up-Conversion Using New Dataset and Degradation Models
- CVPR 2023Learning Accurate 3D Shape Based on Stereo Polarimetric Imaging
- CVPR 2023Learning Action Changes by Measuring Verb-Adverb Textual Relationships
- CVPR 2023Learning and Aggregating Lane Graphs for Urban Automated Driving
- CVPR 2023Learning Attribute and Class-Specific Representation Duet for Fine-Grained Fashion Analysis
- CVPR 2023Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares
- CVPR 2023Learning Debiased Representations via Conditional Attribute Interpolation
- CVPR 2023Learning Emotion Representations From Verbal and Nonverbal Communication
- CVPR 2023Learning Geometry-Aware Representations by Sketching
- CVPR 2023Learning Locally Editable Virtual Humans
- CVPR 2023Learning Neural Parametric Head Models
- CVPR 2023Learning Neural Volumetric Representations of Dynamic Humans in Minutes
- CVPR 2023Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation
- CVPR 2023Learning To Fuse Monocular and Multi-View Cues for Multi-Frame Depth Estimation in Dynamic Scenes
- CVPR 2023Learning To Predict Scene-Level Implicit 3D From Posed RGBD Data
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。