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 2 / 27 页

51. CVPR 2024CoGS: Controllable Gaussian Splatting
52. CVPR 2024Collaborative Learning of Anomalies with Privacy (CLAP) for Unsupervised Video Anomaly Detection: A New Baseline
53. CVPR 2024Combining Frame and GOP Embeddings for Neural Video Representation
54. CVPR 2024Comparing the Decision-Making Mechanisms by Transformers and CNNs via Explanation Methods
55. CVPR 2024Complementing Event Streams and RGB Frames for Hand Mesh Reconstruction
56. CVPR 2024Context-based and Diversity-driven Specificity in Compositional Zero-Shot Learning
57. CVPR 2024Continual Learning for Motion Prediction Model via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy
58. CVPR 2024Continual Segmentation with Disentangled Objectness Learning and Class Recognition
59. CVPR 2024Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding
60. CVPR 2024CPR-Coach: Recognizing Composite Error Actions based on Single-class Training
61. CVPR 2024Cross-spectral Gated-RGB Stereo Depth Estimation
62. CVPR 2024CURSOR: Scalable Mixed-Order Hypergraph Matching with CUR Decomposition
63. CVPR 2024CurveCloudNet: Processing Point Clouds with 1D Structure
64. CVPR 2024D^4: Dataset Distillation via Disentangled Diffusion Model
65. CVPR 2024DanceCamera3D: 3D Camera Movement Synthesis with Music and Dance
66. CVPR 2024Data Poisoning based Backdoor Attacks to Contrastive Learning
67. CVPR 2024Data Valuation and Detections in Federated Learning
68. CVPR 2024Data-Free Quantization via Pseudo-label Filtering
69. CVPR 2024Deciphering 'What' and 'Where' Visual Pathways from Spectral Clustering of Layer-Distributed Neural Representations
70. CVPR 2024DeCoTR: Enhancing Depth Completion with 2D and 3D Attentions
71. CVPR 2024DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning
72. CVPR 2024DeiT-LT: Distillation Strikes Back for Vision Transformer Training on Long-Tailed Datasets
73. CVPR 2024Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data
74. CVPR 2024Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning
75. CVPR 2024Detector-Free Structure from Motion
76. CVPR 2024Dexterous Grasp Transformer
77. CVPR 2024DGC-GNN: Leveraging Geometry and Color Cues for Visual Descriptor-Free 2D-3D Matching
78. CVPR 2024Differentiable Display Photometric Stereo
79. CVPR 2024DifFlow3D: Toward Robust Uncertainty-Aware Scene Flow Estimation with Iterative Diffusion-Based Refinement
80. CVPR 2024Diffusion Models Without Attention
81. CVPR 2024Diffusion Reflectance Map: Single-Image Stochastic Inverse Rendering of Illumination and Reflectance
82. CVPR 2024DiffusionLight: Light Probes for Free by Painting a Chrome Ball
83. CVPR 2024DiLiGenRT: A Photometric Stereo Dataset with Quantified Roughness and Translucency
84. CVPR 2024DIMAT: Decentralized Iterative Merging-And-Training for Deep Learning Models
85. CVPR 2024DiSR-NeRF: Diffusion-Guided View-Consistent Super-Resolution NeRF
86. CVPR 2024Distilled Datamodel with Reverse Gradient Matching
87. CVPR 2024DITTO: Dual and Integrated Latent Topologies for Implicit 3D Reconstruction
88. CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
89. CVPR 2024DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Vision
90. CVPR 2024Do Vision and Language Encoders Represent the World Similarly?
91. CVPR 2024Domain Gap Embeddings for Generative Dataset Augmentation
92. CVPR 2024Doodle Your 3D: From Abstract Freehand Sketches to Precise 3D Shapes
93. CVPR 2024DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer
94. CVPR 2024DynVideo-E: Harnessing Dynamic NeRF for Large-Scale Motion- and View-Change Human-Centric Video Editing
95. CVPR 2024E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator
96. CVPR 2024EarthLoc: Astronaut Photography Localization by Indexing Earth from Space
97. CVPR 2024ECoDepth: Effective Conditioning of Diffusion Models for Monocular Depth Estimation
98. CVPR 2024Efficient Dataset Distillation via Minimax Diffusion
99. CVPR 2024Efficient Meshflow and Optical Flow Estimation from Event Cameras
100. CVPR 2024Efficient Scene Recovery Using Luminous Flux Prior

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。