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 448 篇，第 3 / 9 页

101. NeurIPS 2024DART-Eval: A Comprehensive DNA Language Model Evaluation Benchmark on Regulatory DNA
102. NeurIPS 2024Data curation via joint example selection further accelerates multimodal learning
103. NeurIPS 2024Data Distribution Valuation
104. NeurIPS 2024Data-Efficient Learning with Neural Programs
105. NeurIPS 2024Data-faithful Feature Attribution: Mitigating Unobservable Confounders via Instrumental Variables
106. NeurIPS 2024DataComp-LM: In search of the next generation of training sets for language models
107. NeurIPS 2024Dataset and Lessons Learned from the 2024 SaTML LLM Capture-the-Flag Competition
108. NeurIPS 2024Dataset Decomposition: Faster LLM Training with Variable Sequence Length Curriculum
109. NeurIPS 2024Deep Support Vectors
110. NeurIPS 2024DeepStack: Deeply Stacking Visual Tokens is Surprisingly Simple and Effective for LMMs
111. NeurIPS 2024DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic States
112. NeurIPS 2024Dendritic Integration Inspired Artificial Neural Networks Capture Data Correlation
113. NeurIPS 2024Depth Anywhere: Enhancing 360 Monocular Depth Estimation via Perspective Distillation and Unlabeled Data Augmentation
114. NeurIPS 2024DF40: Toward Next-Generation Deepfake Detection
115. NeurIPS 2024DI-MaskDINO: A Joint Object Detection and Instance Segmentation Model
116. NeurIPS 2024Differentiable Task Graph Learning: Procedural Activity Representation and Online Mistake Detection from Egocentric Videos
117. NeurIPS 2024DiscoveryWorld: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents
118. NeurIPS 2024Distributed Least Squares in Small Space via Sketching and Bias Reduction
119. NeurIPS 2024Distribution-Aware Data Expansion with Diffusion Models
120. NeurIPS 2024Divergences between Language Models and Human Brains
121. NeurIPS 2024Diversity-Driven Synthesis: Enhancing Dataset Distillation through Directed Weight Adjustment
122. NeurIPS 2024Do causal predictors generalize better to new domains?
123. NeurIPS 2024dopanim: A Dataset of Doppelganger Animals with Noisy Annotations from Multiple Humans
124. NeurIPS 2024DRIP: Unleashing Diffusion Priors for Joint Foreground and Alpha Prediction in Image Matting
125. NeurIPS 2024DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
126. NeurIPS 2024DrivingDojo Dataset: Advancing Interactive and Knowledge-Enriched Driving World Model
127. NeurIPS 2024DU-Shapley: A Shapley Value Proxy for Efficient Dataset Valuation
128. NeurIPS 2024Dynamic Neural Regeneration: Enhancing Deep Learning Generalization on Small Datasets
129. NeurIPS 2024Dynamics of Supervised and Reinforcement Learning in the Non-Linear Perceptron
130. NeurIPS 2024Easy2Hard-Bench: Standardized Difficulty Labels for Profiling LLM Performance and Generalization
131. NeurIPS 2024EEVR: A Dataset of Paired Physiological Signals and Textual Descriptions for Joint Emotion Representation Learning
132. NeurIPS 2024EEVR: A Virtual Reality-Based Emotion Dataset Featuring Paired Physiological Signals and Textual Descriptions
133. NeurIPS 2024Efficient and Private Marginal Reconstruction with Local Non-Negativity
134. NeurIPS 2024Efficient Lifelong Model Evaluation in an Era of Rapid Progress
135. NeurIPS 2024Efficient Policy Evaluation Across Multiple Different Experimental Datasets
136. NeurIPS 2024EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
137. NeurIPS 2024EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records
138. NeurIPS 2024Elo Uncovered: Robustness and Best Practices in Language Model Evaluation
139. NeurIPS 2024Elucidating the Design Space of Dataset Condensation
140. NeurIPS 2024emg2pose: A Large and Diverse Benchmark for Surface Electromyographic Hand Pose Estimation
141. NeurIPS 2024emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography
142. NeurIPS 2024EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography
143. NeurIPS 2024Empowering and Assessing the Utility of Large Language Models in Crop Science
144. NeurIPS 2024Enhancing vision-language models for medical imaging: bridging the 3D gap with innovative slice selection
145. NeurIPS 2024EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature
146. NeurIPS 2024ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models
147. NeurIPS 2024Estimating Epistemic and Aleatoric Uncertainty with a Single Model
148. NeurIPS 2024Estimating the Hallucination Rate of Generative AI
149. NeurIPS 2024Evaluating language models as risk scores
150. NeurIPS 2024Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport

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。