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 1,346 篇，第 3 / 27 页

101. CVPR 2024Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization
102. CVPR 2024EFHQ: Multi-purpose ExtremePose-Face-HQ dataset
103. CVPR 2024Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives
104. CVPR 2024Egocentric Whole-Body Motion Capture with FisheyeViT and Diffusion-Based Motion Refinement
105. CVPR 2024EgoExoLearn: A Dataset for Bridging Asynchronous Ego- and Exo-centric View of Procedural Activities in Real World
106. CVPR 2024Elite360D: Towards Efficient 360 Depth Estimation via Semantic- and Distance-Aware Bi-Projection Fusion
107. CVPR 2024Enhancing Multimodal Cooperation via Sample-level Modality Valuation
108. CVPR 2024Entity-NeRF: Detecting and Removing Moving Entities in Urban Scenes
109. CVPR 2024eTraM: Event-based Traffic Monitoring Dataset
110. CVPR 2024Evaluating Transferability in Retrieval Tasks: An Approach Using MMD and Kernel Methods
111. CVPR 2024EvDiG: Event-guided Direct and Global Components Separation
112. CVPR 2024Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
113. CVPR 2024Event-based Structure-from-Orbit
114. CVPR 2024Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception
115. CVPR 2024Exploiting Inter-sample and Inter-feature Relations in Dataset Distillation
116. CVPR 2024Face2Diffusion for Fast and Editable Face Personalization
117. CVPR 2024FADES: Fair Disentanglement with Sensitive Relevance
118. CVPR 2024Fair Federated Learning under Domain Skew with Local Consistency and Domain Diversity
119. CVPR 2024FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication
120. CVPR 2024Fantastic Animals and Where to Find Them: Segment Any Marine Animal with Dual SAM
121. CVPR 2024FCS: Feature Calibration and Separation for Non-Exemplar Class Incremental Learning
122. CVPR 2024FedUV: Uniformity and Variance for Heterogeneous Federated Learning
123. CVPR 2024FineSports: A Multi-person Hierarchical Sports Video Dataset for Fine-grained Action Understanding
124. CVPR 2024FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
125. CVPR 2024Flexible Biometrics Recognition: Bridging the Multimodality Gap through Attention Alignment and Prompt Tuning
126. CVPR 2024Flexible Depth Completion for Sparse and Varying Point Densities
127. CVPR 2024FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning
128. CVPR 2024FoundationPose: Unified 6D Pose Estimation and Tracking of Novel Objects
129. CVPR 2024Fusing Personal and Environmental Cues for Identification and Segmentation of First-Person Camera Wearers in Third-Person Views
130. CVPR 2024Generalizable Face Landmarking Guided by Conditional Face Warping
131. CVPR 2024Generalized Event Cameras
132. CVPR 2024Generalized Large-Scale Data Condensation via Various Backbone and Statistical Matching
133. CVPR 2024GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence
134. CVPR 2024GigaTraj: Predicting Long-term Trajectories of Hundreds of Pedestrians in Gigapixel Complex Scenes
135. CVPR 2024GLaMM: Pixel Grounding Large Multimodal Model
136. CVPR 2024Global and Hierarchical Geometry Consistency Priors for Few-shot NeRFs in Indoor Scenes
137. CVPR 2024Global and Local Prompts Cooperation via Optimal Transport for Federated Learning
138. CVPR 2024Global Latent Neural Rendering
139. CVPR 2024GraCo: Granularity-Controllable Interactive Segmentation
140. CVPR 2024Gradient Reweighting: Towards Imbalanced Class-Incremental Learning
141. CVPR 2024GROUNDHOG: Grounding Large Language Models to Holistic Segmentation
142. CVPR 2024Habitat Synthetic Scenes Dataset (HSSD-200): An Analysis of 3D Scene Scale and Realism Tradeoffs for ObjectGoal Navigation
143. CVPR 2024HallusionBench: An Advanced Diagnostic Suite for Entangled Language Hallucination and Visual Illusion in Large Vision-Language Models
144. CVPR 2024HandBooster: Boosting 3D Hand-Mesh Reconstruction by Conditional Synthesis and Sampling of Hand-Object Interactions
145. CVPR 2024HardMo: A Large-Scale Hardcase Dataset for Motion Capture
146. CVPR 2024HashPoint: Accelerated Point Searching and Sampling for Neural Rendering
147. CVPR 2024Hierarchical Correlation Clustering and Tree Preserving Embedding
148. CVPR 2024Hierarchical Histogram Threshold Segmentation - Auto-terminating High-detail Oversegmentation
149. CVPR 2024HOI-M^3: Capture Multiple Humans and Objects Interaction within Contextual Environment
150. CVPR 2024HOISDF: Constraining 3D Hand-Object Pose Estimation with Global Signed Distance Fields

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。