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 1,537 篇，第 2 / 31 页

51. CVPR 2026CARD A Multi-Modal Automotive Dataset for Dense 3D Reconstruction in
52. CVPR 2026CARD Correlation Aware Restoration with Diffusion
53. CVPR 2026Charge A Comprehensive Novel View Synthesis Benchmark and Dataset to
54. CVPR 2026ChartNet A Million-Scale High-Quality Multimodal Dataset for Robust Chart Understanding
55. CVPR 2026CHEEM Continual Learning by Reuse New Adapt and Skip -
56. CVPR 2026ChimeraLoRA Multi-Head LoRA-Guided Synthetic Datasets
57. CVPR 2026CHIRP dataset towards long-term individual-level behavioral monitoring of bird populations
58. CVPR 2026Choreographing a World of Dynamic Objects
59. CVPR 2026CI-VID A Coherent Interleaved Text-Video Dataset
60. CVPR 2026Cleaning the Pool Progressive Filtering of Unlabeled Pools in Deep
61. CVPR 2026CLEP Contrastive Language-Pose Pretraining
62. CVPR 2026Clothe and Pose
63. CVPR 2026CLP A Real-World Dataset of Contaminated Lens Protectors for Robust
64. CVPR 2026CompBench Benchmarking Complex Instruction-guided Image Editing
65. CVPR 2026CompetitorFormer Mitigating Query Conflicts for 3D Instance Segmentation via Competitive
66. CVPR 2026Composing Concepts from Images and Videos via Concept-prompt Binding
67. CVPR 2026Computation and Communication Efficient Federated Unlearning via On-server Gradient Conflict
68. CVPR 2026Concept Regions Matter Benchmarking CLIP with a New Cluster-Importance Approach
69. CVPR 2026Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation
70. CVPR 2026Continual Distillation of Teachers from Different Domains
71. CVPR 2026COPE Consistent Occlusion and Prompt Enhancement Network for Occluded Person
72. CVPR 2026CORE Compact Object-centric REpresentations as a New Paradigm for Token
73. CVPR 2026COT-FM Cluster-wise Optimal Transport Flow Matching
74. CVPR 2026CoWTracker Tracking by Warping instead of Correlation
75. CVPR 2026Cross-Scale Pansharpening via ScaleFormer and the PanScale Benchmark
76. CVPR 2026Cross-View Distillation and Adaptive Masking for Incomplete Multi-View Multi-Label Classification
77. CVPR 2026CROWn A Unified Framework for Anti-Aliased Downsampling and Phase-Calibrated Fusion
78. CVPR 2026CycleBEV Regularizing View Transformation Networks via View Cycle Consistency for
79. CVPR 2026D2Dewarp Dual Dimensions Geometric Representation Learning Based Document Image Dewarping
80. CVPR 2026D3FER Dual Channel and Dual Branch Network for Robust Facial
81. CVPR 2026DarkAct A RGB-Thermal Dataset and Fusion Framework for Multimodal Low-Light
82. CVPR 2026Data Leakage Detection and De-duplication in Large Scale Geospatial Image
83. CVPR 2026Dataset Distillation by Influence Matching
84. CVPR 2026DC-Merge Improving Model Merging with Directional Consistency
85. CVPR 2026DDSF Robust Few-Shot Learning via Disentangled Subspaces with Determinantal Point
86. CVPR 2026Decouple Your Discovery and Memory in Continual Generalized Category Discovery
87. CVPR 2026Den-TP A Density-Balanced Data Curation and Evaluation Framework for Trajectory
88. CVPR 2026Denoise and Align Towards Source-Free UDA for Robust Panoramic Semantic
89. CVPR 2026Detecting AI-Generated Forgeries via Iterative Manifold Deviation Amplification
90. CVPR 2026DGGT Feedforward 4D Reconstruction of Dynamic Driving Scenes using Unposed
91. CVPR 2026DGS Dual Gradient and Semantic-Shift Guided Low-Rank Adaptation for Class
92. CVPR 2026Diagnose Correct and Learn from Manipulation Failures via Visual Symbols
93. CVPR 2026DiffDecompose Layer-Wise Decomposition of Alpha-Composited Images via Diffusion Transformers
94. CVPR 2026DiffusionFF A Diffusion-based Framework for Joint Face Forgery Detection and
95. CVPR 2026Direction-aware 3D Large Multimodal Models
96. CVPR 2026DMGD Train-Free Dataset Distillation with Semantic-Distribution Matching in Diffusion Models
97. CVPR 2026Domain-Skewed Federated Learning with Feature Decoupling and Calibration
98. CVPR 2026Drainage A Unifying Framework for Addressing Class Uncertainty
99. CVPR 2026DreamingComics A Story Visualization Pipeline via Subject and Layout Customized
100. CVPR 2026DriverGaze360 OmniDirectional Driver Attention with Object-Level Guidance

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。