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 103 / 118 页
- 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
- CVPR 2023Learning To Render Novel Views From Wide-Baseline Stereo Pairs
- CVPR 2023Learning To Zoom and Unzoom
- CVPR 2023Learning Transferable Spatiotemporal Representations From Natural Script Knowledge
- CVPR 2023Learning Transformation-Predictive Representations for Detection and Description of Local Features
- CVPR 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms
- CVPR 2023Less Is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation
- CVPR 2023LINe: Out-of-Distribution Detection by Leveraging Important Neurons
- CVPR 2023Logical Consistency and Greater Descriptive Power for Facial Hair Attribute Learning
- CVPR 2023LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
- CVPR 2023Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence
- CVPR 2023M6Doc: A Large-Scale Multi-Format, Multi-Type, Multi-Layout, Multi-Language, Multi-Annotation Category Dataset for Modern Document Layout Analysis
- CVPR 2023MACARONS: Mapping and Coverage Anticipation With RGB Online Self-Supervision
- CVPR 2023MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery
- CVPR 2023MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding
- CVPR 2023Marching-Primitives: Shape Abstraction From Signed Distance Function
- CVPR 2023MarginMatch: Improving Semi-Supervised Learning with Pseudo-Margins
- CVPR 2023Mask DINO: Towards a Unified Transformer-Based Framework for Object Detection and Segmentation
- CVPR 2023Mask-Guided Matting in the Wild
- CVPR 2023MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset
- CVPR 2023Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond
- CVPR 2023MEDIC: Remove Model Backdoors via Importance Driven Cloning
- CVPR 2023Meta-Tuning Loss Functions and Data Augmentation for Few-Shot Object Detection
- CVPR 2023Micron-BERT: BERT-Based Facial Micro-Expression Recognition
- CVPR 2023Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation
- CVPR 2023MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence
- CVPR 2023MobileBrick: Building LEGO for 3D Reconstruction on Mobile Devices
- CVPR 2023Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery
- CVPR 2023Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer
- CVPR 2023MotionTrack: Learning Robust Short-Term and Long-Term Motions for Multi-Object Tracking
- CVPR 2023Movies2Scenes: Using Movie Metadata To Learn Scene Representation
- CVPR 2023Multi-Sensor Large-Scale Dataset for Multi-View 3D Reconstruction
- CVPR 2023Multiclass Confidence and Localization Calibration for Object Detection
- CVPR 2023Multiscale Tensor Decomposition and Rendering Equation Encoding for View Synthesis
- CVPR 2023Multispectral Video Semantic Segmentation: A Benchmark Dataset and Baseline
- CVPR 2023Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation
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。