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 1,432 篇，第 2 / 29 页

51. ICLR 2026BANZ-FS: BANZSL Fingerspelling Dataset
52. ICLR 2026Batch and Sequential Unlearning for Neural Networks
53. ICLR 2026Battery Fault: A Comprehensive Dataset and Benchmark for Battery Fault Diagnosis
54. ICLR 2026Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs
55. ICLR 2026Benchmarking Bias Mitigation Toward Fairness Without Harm from Vision to LVLMs
56. ICLR 2026Benchmarking Empirical Privacy Protection for Adaptations of Large Language Models
57. ICLR 2026Benchmarking LLM Tool-Use in the Wild
58. ICLR 2026Benchmarking Open-ended Segmentation
59. ICLR 2026Benchmarking Stochastic Approximation Algorithms for Fairness-Constrained Training of Deep Neural Networks
60. ICLR 2026Beyond a Million Tokens: Benchmarking and Enhancing Long-Term Memory in LLMs
61. ICLR 2026Beyond Classification Accuracy: Neural-MedBench and the Need for Deeper Reasoning Benchmarks
62. ICLR 2026Beyond Match Maximization and Fairness: Retention-Optimized Two-Sided Matching
63. ICLR 2026Beyond Text-Only: Towards Multimodal Table Retrieval in Open-World
64. ICLR 2026Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers
65. ICLR 2026Beyond Uniformity: Sample and Frequency Meta Weighting for Post-Training Quantization of Diffusion Models
66. ICLR 2026BeyondBench: Benchmark-Free Evaluation of Reasoning in Language Models
67. ICLR 2026Bilinear relational structure fixes reversal curse and enables consistent model editing
68. ICLR 2026BIRD-INTERACT: Re-imagining Text-to-SQL Evaluation via Lens of Dynamic Interactions
69. ICLR 2026Bongard-RWR+: Real-World Representations of Fine-Grained Concepts in Bongard Problems
70. ICLR 2026Bridging Explainability and Embeddings: BEE Aware of Spuriousness
71. ICLR 2026Bridging Kolmogorov Complexity and Deep Learning: Asymptotically Optimal Description Length Objectives for Transformers
72. ICLR 2026Bridging the Gap Between Promise and Performance for FP4 Quantization
73. ICLR 2026Bridging the performance-gap between target-free and target-based reinforcement learning
74. ICLR 2026BTZSC: A Benchmark for Zero-Shot Text Classification Across Cross-Encoders, Embedding Models, and Rerankers
75. ICLR 2026CAGE: A Framework for Culturally Adaptive Red-Teaming Benchmark Generation
76. ICLR 2026Can Large Language Models Match the Conclusions of Systematic Reviews?
77. ICLR 2026Can LLMs Move Beyond Short Exchanges to Realistic Therapy Conversations?
78. ICLR 2026Can Small Training Runs Reliably Guide Data Curation? Rethinking Proxy-Model Practice
79. ICLR 2026Can Transformers Really Do It All? On the Compatibility of Inductive Biases Across Tasks
80. ICLR 2026Can Vision-Language Models Answer Face to Face Questions in the Real-World?
81. ICLR 2026Can Vision–Language Models Assess Graphic Design Aesthetics? A Benchmark, Evaluation, and Dataset Perspective.
82. ICLR 2026Can You Hear Me Now? A Benchmark for Long-Range Graph Propagation
83. ICLR 2026Cancer-Myth: Evaluating Large Language Models on Patient Questions with False Presuppositions
84. ICLR 2026CAPSUL: A Comprehensive Human Protein Benchmark for Subcellular Localization
85. ICLR 2026CaReBench: A Fine-grained Benchmark for Video Captioning and Retrieval
86. ICLR 2026Certified Evaluation of Model-Level Explanations for Graph Neural Networks
87. ICLR 2026CHAMMI-75: pre-training multi-channel models with heterogeneous microscopy images
88. ICLR 2026Characteristic Root Analysis and Regularization for Linear Time Series Forecasting
89. ICLR 2026Characterizing Deep Research: A Benchmark and Formal Definition
90. ICLR 2026ChartGalaxy: A Dataset for Infographic Chart Understanding and Generation
91. ICLR 2026Charts Are Not Images: On the Challenges of Scientific Chart Editing
92. ICLR 2026ChemEval: A Multi-level and Fine-grained Chemical Capability Evaluation for Large Language Models
93. ICLR 2026Children's Intelligence Tests Pose Challenges for MLLMs? KidGym: A 2D Grid-Based Reasoning Benchmark for MLLMs
94. ICLR 2026ChinaTravel: An Open-Ended Travel Planning Benchmark with Compositional Constraint Validation for Language Agents
95. ICLR 2026Choices Speak Louder than Questions
96. ICLR 2026ChronoPlay: A Framework for Modeling Dual Dynamics and Authenticity in Game RAG Benchmarks
97. ICLR 2026CIMemories: A Compositional Benchmark For Contextual Integrity In LLMs
98. ICLR 2026Circuit Insights: Towards Interpretability Beyond Activations
99. ICLR 2026CircuitNet 3.0: A Multi-Modal Dataset with Task-Oriented Augmentation for AI-Driven Circuit Design
100. ICLR 2026CircuitSense: A Hierarchical Circuit System Benchmark Bridging Visual Comprehension and Symbolic Reasoning in Engineering Design Process

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。