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 2 / 9 页

51. ICLR 2025Bonsai: Gradient-free Graph Condensation for Node Classification
52. ICLR 2025Boost Self-Supervised Dataset Distillation via Parameterization, Predefined Augmentation, and Approximation
53. ICLR 2025Bootstrapping Language-Guided Navigation Learning with Self-Refining Data Flywheel
54. ICLR 2025Breaking Class Barriers: Efficient Dataset Distillation via Inter-Class Feature Compensator
55. ICLR 2025Breaking Free from MMI: A New Frontier in Rationalization by Probing Input Utilization
56. ICLR 2025Bridging the Data Provenance Gap Across Text, Speech, and Video
57. ICLR 2025BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval
58. ICLR 2025Building, Reusing, and Generalizing Abstract Representations from Concrete Sequences
59. ICLR 2025Calibrating Expressions of Certainty
60. ICLR 2025Can Large Language Models Understand Symbolic Graphics Programs?
61. ICLR 2025Can LLMs Separate Instructions From Data? And What Do We Even Mean By That?
62. ICLR 2025CarbonSense: A Multimodal Dataset and Baseline for Carbon Flux Modelling
63. ICLR 2025CausalRivers - Scaling up benchmarking of causal discovery for real-world time-series
64. ICLR 2025CBGBench: Fill in the Blank of Protein-Molecule Complex Binding Graph
65. ICLR 2025CEB: Compositional Evaluation Benchmark for Fairness in Large Language Models
66. ICLR 2025Century: A Framework and Dataset for Evaluating Historical Contextualisation of Sensitive Images
67. ICLR 2025CertainlyUncertain: A Benchmark and Metric for Multimodal Epistemic and Aleatoric Awareness
68. ICLR 2025CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding
69. ICLR 2025ChartMimic: Evaluating LMM's Cross-Modal Reasoning Capability via Chart-to-Code Generation
70. ICLR 2025Cheating Automatic LLM Benchmarks: Null Models Achieve High Win Rates
71. ICLR 2025ChroKnowledge: Unveiling Chronological Knowledge of Language Models in Multiple Domains
72. ICLR 2025CipherPrune: Efficient and Scalable Private Transformer Inference
73. ICLR 2025CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models
74. ICLR 2025ClimaQA: An Automated Evaluation Framework for Climate Question Answering Models
75. ICLR 2025CofCA: A STEP-WISE Counterfactual Multi-hop QA benchmark
76. ICLR 2025Commit0: Library Generation from Scratch
77. ICLR 2025Confidence Elicitation: A New Attack Vector for Large Language Models
78. ICLR 2025Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback
79. ICLR 2025Consistency Checks for Language Model Forecasters
80. ICLR 2025Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
81. ICLR 2025ConvCodeWorld: Benchmarking Conversational Code Generation in Reproducible Feedback Environments
82. ICLR 2025Coreset Selection via Reducible Loss in Continual Learning
83. ICLR 2025Coreset Spectral Clustering
84. ICLR 2025Correlated Proxies: A New Definition and Improved Mitigation for Reward Hacking
85. ICLR 2025Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits
86. ICLR 2025cryoSPHERE: Single-Particle HEterogeneous REconstruction from cryo EM
87. ICLR 2025CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery
88. ICLR 2025Cybench: A Framework for Evaluating Cybersecurity Capabilities and Risks of Language Models
89. ICLR 2025CycleResearcher: Improving Automated Research via Automated Review
90. ICLR 2025DailyDilemmas: Revealing Value Preferences of LLMs with Quandaries of Daily Life
91. ICLR 2025Data Taggants: Dataset Ownership Verification Via Harmless Targeted Data Poisoning
92. ICLR 2025Dataset Distillation via Knowledge Distillation: Towards Efficient Self-Supervised Pre-training of Deep Networks
93. ICLR 2025Dataset Ownership Verification in Contrastive Pre-trained Models
94. ICLR 2025Difference-of-submodular Bregman Divergence
95. ICLR 2025Differentiable Integer Linear Programming
96. ICLR 2025Diffusing States and Matching Scores: A New Framework for Imitation Learning
97. ICLR 2025Diffusion Attribution Score: Evaluating Training Data Influence in Diffusion Models
98. ICLR 2025Diffusion Models as Cartoonists: The Curious Case of High Density Regions
99. ICLR 2025DiscoveryBench: Towards Data-Driven Discovery with Large Language Models
100. ICLR 2025Distilling Dataset into Neural Field

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。