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 1,582 篇，第 2 / 32 页

51. CVPR 2025Continuous Adverse Weather Removal via Degradation-Aware Distillation
52. CVPR 2025CORE4D: A 4D Human-Object-Human Interaction Dataset for Collaborative Object REarrangement
53. CVPR 2025Correlative and Discriminative Label Grouping for Multi-Label Visual Prompt Tuning
54. CVPR 2025CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late Hybridization
55. CVPR 2025COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts
56. CVPR 2025CroCoDL: Cross-device Collaborative Dataset for Localization
57. CVPR 2025Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation
58. CVPR 2025CXPMRG-Bench: Pre-training and Benchmarking for X-ray Medical Report Generation on CheXpert Plus Dataset
59. CVPR 2025Dataset Distillation with Neural Characteristic Function: A Minmax Perspective
60. CVPR 2025De^2Gaze: Deformable and Decoupled Representation Learning for 3D Gaze Estimation
61. CVPR 2025DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos
62. CVPR 2025Decentralized Diffusion Models
63. CVPR 2025Decoupling Fine Detail and Global Geometry for Compressed Depth Map Super-Resolution
64. CVPR 2025Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection
65. CVPR 2025DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation
66. CVPR 2025Denoising Functional Maps: Diffusion Models for Shape Correspondence
67. CVPR 2025Depth Any Camera: Zero-Shot Metric Depth Estimation from Any Camera
68. CVPR 2025Detecting Adversarial Data Using Perturbation Forgery
69. CVPR 2025DexGrasp Anything: Towards Universal Robotic Dexterous Grasping with Physics Awareness
70. CVPR 2025DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences
71. CVPR 2025DiffusionSfM: Predicting Structure and Motion via Ray Origin and Endpoint Diffusion
72. CVPR 2025Digital Twin Catalog: A Large-Scale Photorealistic 3D Object Digital Twin Dataset
73. CVPR 2025Discrete to Continuous: Generating Smooth Transition Poses from Sign Language Observations
74. CVPR 2025Distilling Long-tailed Datasets
75. CVPR 2025Do ImageNet-trained Models Learn Shortcuts? The Impact of Frequency Shortcuts on Generalization
76. CVPR 2025Do Your Best and Get Enough Rest for Continual Learning
77. CVPR 2025DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning
78. CVPR 2025DOF-GS: Adjustable Depth-of-Field 3D Gaussian Splatting for Post-Capture Refocusing, Defocus Rendering and Blur Removal
79. CVPR 2025Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data
80. CVPR 2025DORNet: A Degradation Oriented and Regularized Network for Blind Depth Super-Resolution
81. CVPR 2025DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework
82. CVPR 2025Dragin3D: Image Editing by Dragging in 3D Space
83. CVPR 2025DropoutGS: Dropping Out Gaussians for Better Sparse-view Rendering
84. CVPR 2025Dual-view X-ray Detection: Can AI Detect Prohibited Items from Dual-view X-ray Images like Humans?
85. CVPR 2025Dynamic Neural Surfaces for Elastic 4D Shape Representation and Analysis
86. CVPR 2025EasyCraft: A Robust and Efficient Framework for Automatic Avatar Crafting
87. CVPR 2025EBS-EKF: Accurate and High Frequency Event-based Star Tracking
88. CVPR 2025EchoONE: Segmenting Multiple Echocardiography Planes in One Model
89. CVPR 2025Edge-SD-SR: Low Latency and Parameter Efficient On-device Super-Resolution with Stable Diffusion via Bidirectional Conditioning
90. CVPR 2025EgoLife: Towards Egocentric Life Assistant
91. CVPR 2025EgoPressure: A Dataset for Hand Pressure and Pose Estimation in Egocentric Vision
92. CVPR 2025Electromyography-Informed Facial Expression Reconstruction for Physiological-Based Synthesis and Analysis
93. CVPR 2025EMOE: Modality-Specific Enhanced Dynamic Emotion Experts
94. CVPR 2025EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions
95. CVPR 2025Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios
96. CVPR 2025Empowering Large Language Models with 3D Situation Awareness
97. CVPR 2025Empowering LLMs to Understand and Generate Complex Vector Graphics
98. CVPR 2025Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels
99. CVPR 2025Enhancing Dataset Distillation via Non-Critical Region Refinement
100. CVPR 2025Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization

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。