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 1,432 篇，第 1 / 29 页

1. ICLR 2026**TandemFoilSet**: Datasets for Flow Field Prediction of Tandem-Airfoil Through the Reuse of Single Airfoils
2. ICLR 2026$PhyWorldBench$: A Comprehensive Evaluation of Physical Realism in Text-to-Video Models
3. ICLR 20263DCS: Datasets and Benchmark for Evaluating Conformational Sensitivity in Molecular Representations
4. ICLR 2026A Bayesian Nonparametric Framework For Learning Disentangled Representations
5. ICLR 2026A Benchmark for Deep Information Synthesis
6. ICLR 2026A Fictional Q&A Dataset for Studying Memorization and Knowledge Acquisition
7. ICLR 2026A Graph Meta-Network for Learning on Kolmogorov–Arnold Networks
8. ICLR 2026A High Quality Dataset and Reliable Evaluation for Interleaved Image-Text Generation
9. ICLR 2026A New Initialization to Control Gradients in Sinusoidal Neural Networks
10. ICLR 2026A New Paradigm for Genome-wide DNA Methylation Prediction Without Methylation Input
11. ICLR 2026A Statistical Benchmark for Diffusion Posterior Sampling Algorithms
12. ICLR 2026A Structured, Tagged, and Localized Visual Question Answering Dataset with Full Sentence Answers and Scene Graphs for Chest X-ray Images
13. ICLR 2026A2ASecBench: A Protocol-Aware Security Benchmark for Agent-to-Agent Multi-Agent Systems
14. ICLR 2026ABBA-Adapters: Efficient and Expressive Fine-Tuning of Foundation Models
15. ICLR 2026AbdCTBench: Learning Clinical Biomarker Representations from Abdominal Surface Geometry
16. ICLR 2026ACADREASON: Exploring the Limits of Reasoning Models with Academic Research Problems
17. ICLR 2026Accessible, Realistic, and Fair Evaluation of Positive-Unlabeled Learning Algorithms
18. ICLR 2026ACPBench Hard: Unrestrained Reasoning about Action, Change, and Planning
19. ICLR 2026AdAEM: An Adaptively and Automated Extensible Evaluation Method of LLMs' Value Difference
20. ICLR 2026ADM-v2: Pursuing Full-Horizon Roll-out in Dynamics Models for Offline Policy Learning and Evaluation
21. ICLR 2026AFD-INSTRUCTION: A Comprehensive Antibody Instruction Dataset with Functional Annotations for LLM-Based Understanding and Design
22. ICLR 2026Agent Data Protocol
23. ICLR 2026Agent-X: Evaluating Deep Multimodal Reasoning in Vision-Centric Agentic Tasks
24. ICLR 2026Algorithmic Guarantees for Distilling Supervised and Offline RL Datasets
25. ICLR 2026AlphaBench: Benchmarking Large Language Models in Formulaic Alpha Factor Mining
26. ICLR 2026Amortising Inference and Meta-Learning Priors in Neural Networks
27. ICLR 2026An Open-Ended Benchmark and Formal Framework for Adjuvant Research with MLLM
28. ICLR 2026An Optimal Diffusion Approach to Quadratic Rate-Distortion Problems: New Solution and Approximation Methods
29. ICLR 2026AnesSuite: A Comprehensive Benchmark and Dataset Suite for Anesthesiology Reasoning in LLMs
30. ICLR 2026Angle K-Means
31. ICLR 2026AnyTouch 2: General Optical Tactile Representation Learning For Dynamic Tactile Perception
32. ICLR 2026Are EEG Foundation Models Worth It? Comparative Evaluation with Traditional Decoders in Diverse BCI Tasks
33. ICLR 2026Aria: an Agent for Retrieval and Iterative Auto-Formalization via Dependency Graph
34. ICLR 2026ArtVIP: Articulated Digital Assets of Visual Realism, Modular Interaction, and Physical Fidelity for Robot Learning
35. ICLR 2026ASCIIEval: Benchmarking Models' Visual Perception in Text Strings via ASCII Art
36. ICLR 2026ASIDE: Architectural Separation of Instructions and Data in Language Models
37. ICLR 2026ASSESS: A Semantic and Structural Evaluation Framework for Statement Similarity
38. ICLR 2026AstaBench: Rigorous Benchmarking of AI Agents with a Scientific Research Suite
39. ICLR 2026Asymmetric Synthetic Data Update for Domain Incremental Dataset Distillation
40. ICLR 2026ATLAS: Alibaba Dataset and Benchmark for Learning-Augmented Scheduling
41. ICLR 2026Attention, Please! Revisiting Attentive Probing Through the Lens of Efficiency
42. ICLR 2026AudioTrust: Benchmarking The Multifaceted Trustworthiness of Audio Large Language Models
43. ICLR 2026AutoBio: A Simulation and Benchmark for Robotic Automation in Digital Biology Laboratory
44. ICLR 2026AutoCodeBench: Large Language Models are Automatic Code Benchmark Generators
45. ICLR 2026AutoDV: An End-to-End Deep Learning Model for High-Dimensional Data Visualization
46. ICLR 2026AutoFly: Vision-Language-Action Model for UAV Autonomous Navigation in the Wild
47. ICLR 2026Automata Learning and Identification of the Support of Language Models
48. ICLR 2026Automatic Image-Level Morphological Trait Annotation for Organismal Images
49. ICLR 2026AVEX: What Matters for Animal Vocalization Encoding
50. ICLR 2026BAH Dataset for Ambivalence/Hesitancy Recognition in Videos for Behavioural Change

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。