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 1,935 篇，第 39 / 39 页
- NeurIPS 2023SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
- NeurIPS 2023Survival Instinct in Offline Reinforcement Learning
- NeurIPS 2023SynMob: Creating High-Fidelity Synthetic GPS Trajectory Dataset for Urban Mobility Analysis
- NeurIPS 2023Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training
- NeurIPS 2023Temporal Graph Benchmark for Machine Learning on Temporal Graphs
- NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
- NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
- NeurIPS 2023The Surprising Effectiveness of Diffusion Models for Optical Flow and Monocular Depth Estimation
- NeurIPS 2023The ToMCAT Dataset
- NeurIPS 2023Thin and deep Gaussian processes
- NeurIPS 2023TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation
- NeurIPS 2023ToolQA: A Dataset for LLM Question Answering with External Tools
- NeurIPS 2023Toward Re-Identifying Any Animal
- NeurIPS 2023Towards Better Dynamic Graph Learning: New Architecture and Unified Library
- NeurIPS 2023Towards Data-Agnostic Pruning At Initialization: What Makes a Good Sparse Mask?
- NeurIPS 2023Towards Personalized Federated Learning via Heterogeneous Model Reassembly
- NeurIPS 2023Towards Robust and Expressive Whole-body Human Pose and Shape Estimation
- NeurIPS 2023TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs
- NeurIPS 2023trajdata: A Unified Interface to Multiple Human Trajectory Datasets
- NeurIPS 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction
- NeurIPS 2023TWIGMA: A dataset of AI-Generated Images with Metadata From Twitter
- NeurIPS 2023Unbounded Differentially Private Quantile and Maximum Estimation
- NeurIPS 2023Understanding and Improving Ensemble Adversarial Defense
- NeurIPS 2023Universality and Limitations of Prompt Tuning
- NeurIPS 2023UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction
- NeurIPS 2023Validated Image Caption Rating Dataset
- NeurIPS 2023VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
- NeurIPS 2023VisAlign: Dataset for Measuring the Alignment between AI and Humans in Visual Perception
- NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
- NeurIPS 2023WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes
- NeurIPS 2023What Can We Learn from Unlearnable Datasets?
- NeurIPS 2023Worst-case Performance of Popular Approximate Nearest Neighbor Search Implementations: Guarantees and Limitations
- NeurIPS 2023Wyze Rule: Federated Rule Dataset for Rule Recommendation Benchmarking
- NeurIPS 2023XES3G5M: A Knowledge Tracing Benchmark Dataset with Auxiliary Information
- NeurIPS 2023You Only Condense Once: Two Rules for Pruning Condensed Datasets
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。