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 637 篇，第 1 / 13 页

1. NeurIPS 20253D-RAD: A Comprehensive 3D Radiology Med-VQA Dataset with Multi-Temporal Analysis and Diverse Diagnostic Tasks
2. NeurIPS 20253EED: Ground Everything Everywhere in 3D
3. NeurIPS 20254D3R: Motion-Aware Neural Reconstruction and Rendering of Dynamic Scenes from Monocular Videos
4. NeurIPS 2025A Closer Look at Graph Transformers: Cross-Aggregation and Beyond
5. NeurIPS 2025A Closer Look at TabPFN v2: Understanding Its Strengths and Extending Its Capabilities
6. NeurIPS 2025A Controllable Examination for Long-Context Language Models
7. NeurIPS 2025A Dataset for Distilling Knowledge Priors from Literature for Therapeutic Design
8. NeurIPS 2025A faster training algorithm for regression trees with linear leaves, and an analysis of its complexity
9. NeurIPS 2025A Minimalist Example of Edge-of-Stability and Progressive Sharpening
10. NeurIPS 2025A Multi-Task Benchmark for Abusive Language Detection in Low-Resource Settings
11. NeurIPS 2025A Multimodal Benchmark for Framing of Oil & Gas Advertising and Potential Greenwashing Detection
12. NeurIPS 2025A Set of Generalized Components to Achieve Effective Poison-only Clean-label Backdoor Attacks with Collaborative Sample Selection and Triggers
13. NeurIPS 2025A Signed Graph Approach to Understanding and Mitigating Oversmoothing
14. NeurIPS 2025A Standardized Benchmark for Multilabel Antimicrobial Peptide Classification
15. NeurIPS 2025A Technical Report on “Erasing the Invisible”: The 2024 NeurIPS Competition on Stress Testing Image Watermarks
16. NeurIPS 2025A Unifying View of Linear Function Approximation in Off-Policy RL Through Matrix Splitting and Preconditioning
17. NeurIPS 2025Absence Bench: Language Models Can’t See What’s Missing
18. NeurIPS 2025AbstentionBench: Reasoning LLMs Fail on Unanswerable Questions
19. NeurIPS 2025Activation-Informed Merging of Large Language Models
20. NeurIPS 2025Adapting to Stochastic and Adversarial Losses in Episodic MDPs with Aggregate Bandit Feedback
21. NeurIPS 2025ADG: Ambient Diffusion-Guided Dataset Recovery for Corruption-Robust Offline Reinforcement Learning
22. NeurIPS 2025Aeolus: A Multi-structural Flight Delay Dataset
23. NeurIPS 2025AGC-Drive: A Large-Scale Dataset for Real-World Aerial-Ground Collaboration in Driving Scenarios
24. NeurIPS 2025AgentDAM: Privacy Leakage Evaluation for Autonomous Web Agents
25. NeurIPS 2025AGENTIF: Benchmarking Large Language Models Instruction Following Ability in Agentic Scenarios
26. NeurIPS 2025AgentRecBench: Benchmarking LLM Agent-based Personalized Recommender Systems
27. NeurIPS 2025Aggregation Hides Out-of-Distribution Generalization Failures from Spurious Correlations
28. NeurIPS 2025AgMMU: A Comprehensive Agricultural Multimodal Understanding Benchmark
29. NeurIPS 2025AHa-Bench: Benchmarking Audio Hallucinations in Large Audio-Language Models
30. NeurIPS 2025AiDE-Q: Synthetic Labeled Datasets Can Enhance Learning Models for Quantum Property Estimation
31. NeurIPS 2025Alchemist: Turning Public Text-to-Image Data into Generative Gold
32. NeurIPS 2025ALE-Bench: A Benchmark for Long-Horizon Objective-Driven Algorithm Engineering
33. NeurIPS 2025Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models
34. NeurIPS 2025AlgoTune: Can Language Models Speed Up General-Purpose Numerical Programs?
35. NeurIPS 2025Aligning Evaluation with Clinical Priorities: Calibration, Label Shift, and Error Costs
36. NeurIPS 2025All that structure matches does not glitter
37. NeurIPS 2025An Optimized Franz-Parisi Criterion and its Equivalence with SQ Lower Bounds
38. NeurIPS 2025AneuG-Flow: A Large-Scale Synthetic Dataset of Diverse Intracranial Aneurysm Geometries and Hemodynamics
39. NeurIPS 2025AnomalyCoT: A Multi-Scenario Chain-of-Thought Dataset for Multimodal Large Language Models
40. NeurIPS 2025ArchCAD-400K: A Large-Scale CAD drawings Dataset and New Baseline for Panoptic Symbol Spotting
41. NeurIPS 2025ArchPower: Dataset for Architecture-Level Power Modeling of Modern CPU Design
42. NeurIPS 2025Are Large Language Models Sensitive to the Motives Behind Communication?
43. NeurIPS 2025Are Large Reasoning Models Good Translation Evaluators? Analysis and Performance Boost
44. NeurIPS 2025Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)
45. NeurIPS 2025Asymmetric Duos: Sidekicks Improve Uncertainty
46. NeurIPS 2025ATLAS: Autoformalizing Theorems through Lifting, Augmentation, and Synthesis of Data
47. NeurIPS 2025Attention with Trained Embeddings Provably Selects Important Tokens
48. NeurIPS 2025Augmenting Biological Fitness Prediction Benchmarks with Landscapes Features from GraphFLA
49. NeurIPS 2025AutoHood3D: A Multi‑Modal Benchmark for Automotive Hood Design and Fluid–Structure Interaction
50. NeurIPS 2025AutoOpt: A Dataset and a Unified Framework for Automating Optimization Problem Solving

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。