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 937 篇，第 3 / 19 页

101. CVPR 2023DivClust: Controlling Diversity in Deep Clustering
102. CVPR 2023Don't Lie to Me! Robust and Efficient Explainability With Verified Perturbation Analysis
103. CVPR 2023DoNet: Deep De-Overlapping Network for Cytology Instance Segmentation
104. CVPR 2023DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration
105. CVPR 2023DyLiN: Making Light Field Networks Dynamic
106. CVPR 2023DynaFed: Tackling Client Data Heterogeneity With Global Dynamics
107. CVPR 2023DynamicStereo: Consistent Dynamic Depth From Stereo Videos
108. CVPR 2023ECON: Explicit Clothed Humans Optimized via Normal Integration
109. CVPR 2023Effective Ambiguity Attack Against Passport-Based DNN Intellectual Property Protection Schemes Through Fully Connected Layer Substitution
110. CVPR 2023Efficient Map Sparsification Based on 2D and 3D Discretized Grids
111. CVPR 2023Ego-Body Pose Estimation via Ego-Head Pose Estimation
112. CVPR 2023Egocentric Auditory Attention Localization in Conversations
113. CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
114. CVPR 2023Equiangular Basis Vectors
115. CVPR 2023Evading DeepFake Detectors via Adversarial Statistical Consistency
116. CVPR 2023Event-Based Blurry Frame Interpolation Under Blind Exposure
117. CVPR 2023Event-Based Frame Interpolation With Ad-Hoc Deblurring
118. CVPR 2023Event-Based Shape From Polarization
119. CVPR 2023Event-Guided Person Re-Identification via Sparse-Dense Complementary Learning
120. CVPR 2023EXCALIBUR: Encouraging and Evaluating Embodied Exploration
121. CVPR 2023Exploring and Utilizing Pattern Imbalance
122. CVPR 2023Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization
123. CVPR 2023Extracting Class Activation Maps From Non-Discriminative Features As Well
124. CVPR 2023F2-NeRF: Fast Neural Radiance Field Training With Free Camera Trajectories
125. CVPR 2023FaceLit: Neural 3D Relightable Faces
126. CVPR 2023Fair Scratch Tickets: Finding Fair Sparse Networks Without Weight Training
127. CVPR 2023Fantastic Breaks: A Dataset of Paired 3D Scans of Real-World Broken Objects and Their Complete Counterparts
128. CVPR 2023FashionSAP: Symbols and Attributes Prompt for Fine-Grained Fashion Vision-Language Pre-Training
129. CVPR 2023FFCV: Accelerating Training by Removing Data Bottlenecks
130. CVPR 2023FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
131. CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
132. CVPR 2023Flexible-Cm GAN: Towards Precise 3D Dose Prediction in Radiotherapy
133. CVPR 2023FlexNeRF: Photorealistic Free-Viewpoint Rendering of Moving Humans From Sparse Views
134. CVPR 2023Frame Flexible Network
135. CVPR 2023Frame Interpolation Transformer and Uncertainty Guidance
136. CVPR 2023Frame-Event Alignment and Fusion Network for High Frame Rate Tracking
137. CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
138. CVPR 2023GarmentTracking: Category-Level Garment Pose Tracking
139. CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
140. CVPR 2023Gated Stereo: Joint Depth Estimation From Gated and Wide-Baseline Active Stereo Cues
141. CVPR 2023Generalized Decoding for Pixel, Image, and Language
142. CVPR 2023Generalizing Dataset Distillation via Deep Generative Prior
143. CVPR 2023Genie: Show Me the Data for Quantization
144. CVPR 2023GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments
145. CVPR 2023GINA-3D: Learning To Generate Implicit Neural Assets in the Wild
146. CVPR 2023GLeaD: Improving GANs With a Generator-Leading Task
147. CVPR 2023Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions
148. CVPR 2023Grad-PU: Arbitrary-Scale Point Cloud Upsampling via Gradient Descent With Learned Distance Functions
149. CVPR 2023GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency
150. CVPR 2023Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization

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。