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 1,537 篇，第 26 / 31 页
- CVPR 2023DiffusioNeRF: Regularizing Neural Radiance Fields With Denoising Diffusion Models
- CVPR 2023Directional Connectivity-Based Segmentation of Medical Images
- CVPR 2023DISC: Learning From Noisy Labels via Dynamic Instance-Specific Selection and Correction
- CVPR 2023Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection
- CVPR 2023DistractFlow: Improving Optical Flow Estimation via Realistic Distractions and Pseudo-Labeling
- CVPR 2023DivClust: Controlling Diversity in Deep Clustering
- CVPR 2023Don't Lie to Me! Robust and Efficient Explainability With Verified Perturbation Analysis
- CVPR 2023DoNet: Deep De-Overlapping Network for Cytology Instance Segmentation
- CVPR 2023DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration
- CVPR 2023DyLiN: Making Light Field Networks Dynamic
- CVPR 2023DynaFed: Tackling Client Data Heterogeneity With Global Dynamics
- CVPR 2023DynamicStereo: Consistent Dynamic Depth From Stereo Videos
- CVPR 2023ECON: Explicit Clothed Humans Optimized via Normal Integration
- CVPR 2023Effective Ambiguity Attack Against Passport-Based DNN Intellectual Property Protection Schemes Through Fully Connected Layer Substitution
- CVPR 2023Efficient Map Sparsification Based on 2D and 3D Discretized Grids
- CVPR 2023Ego-Body Pose Estimation via Ego-Head Pose Estimation
- CVPR 2023Egocentric Auditory Attention Localization in Conversations
- CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
- CVPR 2023Equiangular Basis Vectors
- CVPR 2023Evading DeepFake Detectors via Adversarial Statistical Consistency
- CVPR 2023Event-Based Blurry Frame Interpolation Under Blind Exposure
- CVPR 2023Event-Based Frame Interpolation With Ad-Hoc Deblurring
- CVPR 2023Event-Based Shape From Polarization
- CVPR 2023Event-Guided Person Re-Identification via Sparse-Dense Complementary Learning
- CVPR 2023EXCALIBUR: Encouraging and Evaluating Embodied Exploration
- CVPR 2023Exploring and Utilizing Pattern Imbalance
- CVPR 2023Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization
- CVPR 2023Extracting Class Activation Maps From Non-Discriminative Features As Well
- CVPR 2023F2-NeRF: Fast Neural Radiance Field Training With Free Camera Trajectories
- CVPR 2023FaceLit: Neural 3D Relightable Faces
- CVPR 2023Fair Scratch Tickets: Finding Fair Sparse Networks Without Weight Training
- CVPR 2023Fantastic Breaks: A Dataset of Paired 3D Scans of Real-World Broken Objects and Their Complete Counterparts
- CVPR 2023FashionSAP: Symbols and Attributes Prompt for Fine-Grained Fashion Vision-Language Pre-Training
- CVPR 2023FFCV: Accelerating Training by Removing Data Bottlenecks
- CVPR 2023FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
- CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
- CVPR 2023Flexible-Cm GAN: Towards Precise 3D Dose Prediction in Radiotherapy
- CVPR 2023FlexNeRF: Photorealistic Free-Viewpoint Rendering of Moving Humans From Sparse Views
- CVPR 2023Frame Flexible Network
- CVPR 2023Frame Interpolation Transformer and Uncertainty Guidance
- CVPR 2023Frame-Event Alignment and Fusion Network for High Frame Rate Tracking
- CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
- CVPR 2023GarmentTracking: Category-Level Garment Pose Tracking
- CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
- CVPR 2023Gated Stereo: Joint Depth Estimation From Gated and Wide-Baseline Active Stereo Cues
- CVPR 2023Generalized Decoding for Pixel, Image, and Language
- CVPR 2023Generalizing Dataset Distillation via Deep Generative Prior
- CVPR 2023Genie: Show Me the Data for Quantization
- CVPR 2023GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments
- CVPR 2023GINA-3D: Learning To Generate Implicit Neural Assets in the Wild
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。