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 189 篇，第 1 / 4 页

1. ICML 2025A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle
2. ICML 2025A Generic Family of Graphical Models: Diversity, Efficiency, and Heterogeneity
3. ICML 2025AAAR-1.0: Assessing AI’s Potential to Assist Research
4. ICML 2025Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large $p$
5. ICML 2025Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss
6. ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
7. ICML 2025Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets
8. ICML 2025Adversarial Robustness via Deformable Convolution with Stochasticity
9. ICML 2025AffectGPT: A New Dataset, Model, and Benchmark for Emotion Understanding with Multimodal Large Language Models
10. ICML 2025Aggregation Buffer: Revisiting DropEdge with a New Parameter Block
11. ICML 2025Alberta Wells Dataset: Pinpointing Oil and Gas Wells from Satellite Imagery
12. ICML 2025Approximating Latent Manifolds in Neural Networks via Vanishing Ideals
13. ICML 2025Archetypal SAE: Adaptive and Stable Dictionary Learning for Concept Extraction in Large Vision Models
14. ICML 2025Assessing Safety Risks and Quantization-aware Safety Patching for Quantized Large Language Models
15. ICML 2025Automatically Identify and Rectify: Robust Deep Contrastive Multi-view Clustering in Noisy Scenarios
16. ICML 2025Average Sensitivity of Hierarchical $k$-Median Clustering
17. ICML 2025Balancing Model Efficiency and Performance: Adaptive Pruner for Long-tailed Data
18. ICML 2025Balancing the Scales: A Theoretical and Algorithmic Framework for Learning from Imbalanced Data
19. ICML 2025Benign Overfitting in Token Selection of Attention Mechanism
20. ICML 2025Best Subset Selection: Optimal Pursuit for Feature Selection and Elimination
21. ICML 2025Beyond Cropped Regions: New Benchmark and Corresponding Baseline for Chinese Scene Text Retrieval in Diverse Layouts
22. ICML 2025CACTI: Leveraging Copy Masking and Contextual Information to Improve Tabular Data Imputation
23. ICML 2025Catching Two Birds with One Stone: Reward Shaping with Dual Random Networks for Balancing Exploration and Exploitation
24. ICML 2025Certifiably Robust Model Evaluation in Federated Learning under Meta-Distributional Shifts
25. ICML 2025Chaos Meets Attention: Transformers for Large-Scale Dynamical Prediction
26. ICML 2025CLIMB: Data Foundations for Large Scale Multimodal Clinical Foundation Models
27. ICML 2025Clustering Properties of Self-Supervised Learning
28. ICML 2025CoastalBench: A Decade-Long High-Resolution Dataset to Emulate Complex Coastal Processes
29. ICML 2025Communicating Activations Between Language Model Agents
30. ICML 2025Compute Optimal Inference and Provable Amortisation Gap in Sparse Autoencoders
31. ICML 2025Concentration Distribution Learning from Label Distributions
32. ICML 2025Concept Reachability in Diffusion Models: Beyond Dataset Constraints
33. ICML 2025Conservative Offline Goal-Conditioned Implicit V-Learning
34. ICML 2025Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion
35. ICML 2025CoSER: Coordinating LLM-Based Persona Simulation of Established Roles
36. ICML 2025Counterfactual Voting Adjustment for Quality Assessment and Fairer Voting in Online Platforms with Helpfulness Evaluation
37. ICML 2025CSTrack: Enhancing RGB-X Tracking via Compact Spatiotemporal Features
38. ICML 2025CTBench: A Library and Benchmark for Certified Training
39. ICML 2025DataDecide: How to Predict Best Pretraining Data with Small Experiments
40. ICML 2025Decision Mixer: Integrating Long-term and Local Dependencies via Dynamic Token Selection for Decision-Making
41. ICML 2025Disentangling and Integrating Relational and Sensory Information in Transformer Architectures
42. ICML 2025Diverging Preferences: When do Annotators Disagree and do Models Know?
43. ICML 2025Diverse Prototypical Ensembles Improve Robustness to Subpopulation Shift
44. ICML 2025Domain2Vec: Vectorizing Datasets to Find the Optimal Data Mixture without Training
45. ICML 2025Don't Restart, Just Reuse: Reoptimizing MILPs with Dynamic Parameters
46. ICML 2025EAGLES: Towards Effective, Efficient, and Economical Federated Graph Learning via Unified Sparsification
47. ICML 2025EduLLM: Leveraging Large Language Models and Framelet-Based Signed Hypergraph Neural Networks for Student Performance Prediction
48. ICML 2025Efficient Core-set Selection for Deep Learning Through Squared Loss Minimization
49. ICML 2025Efficient Graph Continual Learning via Lightweight Graph Neural Tangent Kernels-based Dataset Distillation
50. ICML 2025Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss

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。