数据集与基准论文趋势 2023–2026

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。

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 227 篇，第 1 / 5 页

1. NeurIPS 2023$\mathbf{\mathbb{E}^{FWI}}$: Multiparameter Benchmark Datasets for Elastic Full Waveform Inversion of Geophysical Properties
2. NeurIPS 2023A benchmark of categorical encoders for binary classification
3. NeurIPS 2023A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking
4. NeurIPS 2023A Dataset for Analyzing Streaming Media Performance over HTTP/3 Browsers
5. NeurIPS 2023A Dataset of Relighted 3D Interacting Hands
6. NeurIPS 2023A High-Resolution Dataset for Instance Detection with Multi-View Object Capture
7. NeurIPS 2023A Massive Scale Semantic Similarity Dataset of Historical English
8. NeurIPS 2023A Multi-modal Global Instance Tracking Benchmark (MGIT): Better Locating Target in Complex Spatio-temporal and Causal Relationship
9. NeurIPS 2023A Step Towards Worldwide Biodiversity Assessment: The BIOSCAN-1M Insect Dataset
10. NeurIPS 2023A Unified, Scalable Framework for Neural Population Decoding
11. NeurIPS 2023AirDelhi: Fine-Grained Spatio-Temporal Particulate Matter Dataset From Delhi For ML based Modeling
12. NeurIPS 2023Algorithm Selection for Deep Active Learning with Imbalanced Datasets
13. NeurIPS 2023Amazon-M2: A Multilingual Multi-locale Shopping Session Dataset for Recommendation and Text Generation
14. NeurIPS 2023Ambient Diffusion: Learning Clean Distributions from Corrupted Data
15. NeurIPS 2023An Efficient and Robust Framework for Approximate Nearest Neighbor Search with Attribute Constraint
16. NeurIPS 2023An information-theoretic quantification of the content of communication between brain regions
17. NeurIPS 2023An Optimal and Scalable Matrix Mechanism for Noisy Marginals under Convex Loss Functions
18. NeurIPS 2023AndroidInTheWild: A Large-Scale Dataset For Android Device Control
19. NeurIPS 2023AttrSeg: Open-Vocabulary Semantic Segmentation via Attribute Decomposition-Aggregation
20. NeurIPS 2023Auslan-Daily: Australian Sign Language Translation for Daily Communication and News
21. NeurIPS 2023Automated Classification of Model Errors on ImageNet
22. NeurIPS 2023AVeriTeC: A Dataset for Real-world Claim Verification with Evidence from the Web
23. NeurIPS 2023AVOIDDS: Aircraft Vision-based Intruder Detection Dataset and Simulator
24. NeurIPS 2023BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks
25. NeurIPS 2023BenchCLAMP: A Benchmark for Evaluating Language Models on Syntactic and Semantic Parsing
26. NeurIPS 2023Benchmark of Machine Learning Force Fields for Semiconductor Simulations: Datasets, Metrics, and Comparative Analysis
27. NeurIPS 2023Best Arm Identification with Fixed Budget: A Large Deviation Perspective
28. NeurIPS 2023Beyond Deep Ensembles: A Large-Scale Evaluation of Bayesian Deep Learning under Distribution Shift
29. NeurIPS 2023BioMassters: A Benchmark Dataset for Forest Biomass Estimation using Multi-modal Satellite Time-series
30. NeurIPS 2023Bitstream-Corrupted Video Recovery: A Novel Benchmark Dataset and Method
31. NeurIPS 2023Boosting Spectral Clustering on Incomplete Data via Kernel Correction and Affinity Learning
32. NeurIPS 2023BubbleML: A Multiphase Multiphysics Dataset and Benchmarks for Machine Learning
33. NeurIPS 2023Building Socio-culturally Inclusive Stereotype Resources with Community Engagement
34. NeurIPS 2023BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting
35. NeurIPS 2023Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition
36. NeurIPS 2023CARE-MI: Chinese Benchmark for Misinformation Evaluation in Maternity and Infant Care
37. NeurIPS 2023CAST: Cross-Attention in Space and Time for Video Action Recognition
38. NeurIPS 2023Characterizing Graph Datasets for Node Classification: Homophily-Heterophily Dichotomy and Beyond
39. NeurIPS 2023ChessGPT: Bridging Policy Learning and Language Modeling
40. NeurIPS 2023ChimpACT: A Longitudinal Dataset for Understanding Chimpanzee Behaviors
41. NeurIPS 2023Closing the gap between the upper bound and lower bound of Adam's iteration complexity
42. NeurIPS 2023Consensus and Subjectivity of Skin Tone Annotation for ML Fairness
43. NeurIPS 2023Core-sets for Fair and Diverse Data Summarization
44. NeurIPS 2023Credal Marginal MAP
45. NeurIPS 2023CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion
46. NeurIPS 2023CSMeD: Bridging the Dataset Gap in Automated Citation Screening for Systematic Literature Reviews
47. NeurIPS 2023CSOT: Curriculum and Structure-Aware Optimal Transport for Learning with Noisy Labels
48. NeurIPS 2023DAMEX: Dataset-aware Mixture-of-Experts for visual understanding of mixture-of-datasets
49. NeurIPS 2023Data-Driven Network Neuroscience: On Data Collection and Benchmark
50. NeurIPS 2023DataComp: In search of the next generation of multimodal datasets

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。