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 216 篇，第 1 / 5 页

1. ICLR 2024"What Data Benefits My Classifier?" Enhancing Model Performance and Interpretability through Influence-Based Data Selection
2. ICLR 2024$\alpha$TC-VAE: On the relationship between Disentanglement and Diversity
3. ICLR 2024$\pi$2vec: Policy Representation with Successor Features
4. ICLR 2024$t^3$-Variational Autoencoder: Learning Heavy-tailed Data with Student's t and Power Divergence
5. ICLR 2024A Benchmark for Learning to Translate a New Language from One Grammar Book
6. ICLR 2024A Benchmark Study on Calibration
7. ICLR 2024A Newborn Embodied Turing Test for Comparing Object Segmentation Across Animals and Machines
8. ICLR 2024A Simple and Effective Pruning Approach for Large Language Models
9. ICLR 2024A Unified and General Framework for Continual Learning
10. ICLR 2024Accurate and Scalable Estimation of Epistemic Uncertainty for Graph Neural Networks
11. ICLR 2024Achieving Human Parity in Content-Grounded Datasets Generation
12. ICLR 2024ADOPD: A Large-Scale Document Page Decomposition Dataset
13. ICLR 2024AgentBench: Evaluating LLMs as Agents
14. ICLR 2024Alice Benchmarks: Connecting Real World Re-Identification with the Synthetic
15. ICLR 2024An Extensible Framework for Open Heterogeneous Collaborative Perception
16. ICLR 2024An Investigation of Representation and Allocation Harms in Contrastive Learning
17. ICLR 2024Are Models Biased on Text without Gender-related Language?
18. ICLR 2024Asymptotically Free Sketched Ridge Ensembles: Risks, Cross-Validation, and Tuning
19. ICLR 2024Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models
20. ICLR 2024Behaviour Distillation
21. ICLR 2024Benchmarking Algorithms for Federated Domain Generalization
22. ICLR 2024BEND: Benchmarking DNA Language Models on Biologically Meaningful Tasks
23. ICLR 2024Beyond task performance: evaluating and reducing the flaws of large multimodal models with in-context-learning
24. ICLR 2024Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis
25. ICLR 2024BooookScore: A systematic exploration of book-length summarization in the era of LLMs
26. ICLR 2024Bridging Neural and Symbolic Representations with Transitional Dictionary Learning
27. ICLR 2024Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs
28. ICLR 2024Can Transformers Capture Spatial Relations between Objects?
29. ICLR 2024Causal Inference with Conditional Front-Door Adjustment and Identifiable Variational Autoencoder
30. ICLR 2024CausalTime: Realistically Generated Time-series for Benchmarking of Causal Discovery
31. ICLR 2024CCIL: Continuity-Based Data Augmentation for Corrective Imitation Learning
32. ICLR 2024Chameleon: Increasing Label-Only Membership Leakage with Adaptive Poisoning
33. ICLR 2024CIFAR-10-Warehouse: Broad and More Realistic Testbeds in Model Generalization Analysis
34. ICLR 2024CircuitNet 2.0: An Advanced Dataset for Promoting Machine Learning Innovations in Realistic Chip Design Environment
35. ICLR 2024Closing the Gap between TD Learning and Supervised Learning - A Generalisation Point of View.
36. ICLR 2024COCO-Periph: Bridging the Gap Between Human and Machine Perception in the Periphery
37. ICLR 2024COLLIE: Systematic Construction of Constrained Text Generation Tasks
38. ICLR 2024CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models
39. ICLR 2024Compressing LLMs: The Truth is Rarely Pure and Never Simple
40. ICLR 2024Connecting Large Language Models with Evolutionary Algorithms Yields Powerful Prompt Optimizers
41. ICLR 2024Conserve-Update-Revise to Cure Generalization and Robustness Trade-off in Adversarial Training
42. ICLR 2024Consistent Multi-Class Classification from Multiple Unlabeled Datasets
43. ICLR 2024ContextRef: Evaluating Referenceless Metrics for Image Description Generation
44. ICLR 2024Continual Learning in the Presence of Spurious Correlations: Analyses and a Simple Baseline
45. ICLR 2024Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation
46. ICLR 2024Data Distillation Can Be Like Vodka: Distilling More Times For Better Quality
47. ICLR 2024Data Filtering Networks
48. ICLR 2024Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks
49. ICLR 2024Defining and extracting generalizable interaction primitives from DNNs
50. ICLR 2024DENEVIL: TOWARDS DECIPHERING AND NAVIGATING THE ETHICAL VALUES OF LARGE LANGUAGE MODELS VIA INSTRUCTION LEARNING

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。