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 419 篇，第 1 / 9 页

1. ICLR 2025{$\tau$}-bench: A Benchmark for \underline{T}ool-\underline{A}gent-\underline{U}ser Interaction in Real-World Domains
2. ICLR 2025$F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos
3. ICLR 2025A Decade's Battle on Dataset Bias: Are We There Yet?
4. ICLR 2025A Large-scale Dataset and Benchmark for Commuting Origin-Destination Flow Generation
5. ICLR 2025A new framework for evaluating model out-of-distribution generalisation for the biochemical domain
6. ICLR 2025A New Perspective on Shampoo's Preconditioner
7. ICLR 2025A Probabilistic Perspective on Unlearning and Alignment for Large Language Models
8. ICLR 2025A Theoretically-Principled Sparse, Connected, and Rigid Graph Representation of Molecules
9. ICLR 2025A-Bench: Are LMMs Masters at Evaluating AI-generated Images?
10. ICLR 2025Accelerating neural network training: An analysis of the AlgoPerf competition
11. ICLR 2025ACES: Automatic Cohort Extraction System for Event-Stream Datasets
12. ICLR 2025ActionReasoningBench: Reasoning about Actions with and without Ramification Constraints
13. ICLR 2025Active Learning for Neural PDE Solvers
14. ICLR 2025ACTIVE: Offline Reinforcement Learning via Adaptive Imitation and In-sample $V$-Ensemble
15. ICLR 2025Adapt-$\infty$: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection
16. ICLR 2025ADAPT: Attentive Self-Distillation and Dual-Decoder Prediction Fusion for Continual Panoptic Segmentation
17. ICLR 2025Adversarial Mixup Unlearning
18. ICLR 2025Agent Security Bench (ASB): Formalizing and Benchmarking Attacks and Defenses in LLM-based Agents
19. ICLR 2025AI Sandbagging: Language Models can Strategically Underperform on Evaluations
20. ICLR 2025AIMS.au: A Dataset for the Analysis of Modern Slavery Countermeasures in Corporate Statements
21. ICLR 2025AIR-BENCH 2024: A Safety Benchmark based on Regulation and Policies Specified Risk Categories
22. ICLR 2025Aligned Datasets Improve Detection of Latent Diffusion-Generated Images
23. ICLR 2025Aligning Human Motion Generation with Human Perceptions
24. ICLR 2025ALLaM: Large Language Models for Arabic and English
25. ICLR 2025API Pack: A Massive Multi-Programming Language Dataset for API Call Generation
26. ICLR 2025Are Large Vision Language Models Good Game Players?
27. ICLR 2025Aria-MIDI: A Dataset of Piano MIDI Files for Symbolic Music Modeling
28. ICLR 2025AstroCompress: A benchmark dataset for multi-purpose compression of astronomical data
29. ICLR 2025AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark
30. ICLR 2025AutoBencher: Towards Declarative Benchmark Construction
31. ICLR 2025Autonomous Evaluation of LLMs for Truth Maintenance and Reasoning Tasks
32. ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
33. ICLR 2025BAMDP Shaping: a Unified Framework for Intrinsic Motivation and Reward Shaping
34. ICLR 2025Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning
35. ICLR 2025Benchmarking Agentic Workflow Generation
36. ICLR 2025Benchmarking LLMs' Judgments with No Gold Standard
37. ICLR 2025Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent
38. ICLR 2025Benchmarking Predictive Coding Networks -- Made Simple
39. ICLR 2025Benchmarking Vision Language Model Unlearning via Fictitious Facial Identity Dataset
40. ICLR 2025BenTo: Benchmark Reduction with In-Context Transferability
41. ICLR 2025Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models
42. ICLR 2025Beyond correlation: The impact of human uncertainty in measuring the effectiveness of automatic evaluation and LLM-as-a-judge
43. ICLR 2025Beyond Graphs: Can Large Language Models Comprehend Hypergraphs?
44. ICLR 2025Beyond Random Masking: When Dropout meets Graph Convolutional Networks
45. ICLR 2025Beyond Sequence: Impact of Geometric Context for RNA Property Prediction
46. ICLR 2025BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions
47. ICLR 2025BigDocs: An Open Dataset for Training Multimodal Models on Document and Code Tasks
48. ICLR 2025BirdSet: A Large-Scale Dataset for Audio Classification in Avian Bioacoustics
49. ICLR 2025Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models
50. ICLR 2025BoneMet: An Open Large-Scale Multi-Modal Murine Dataset for Breast Cancer Bone Metastasis Diagnosis and Prognosis

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。