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 635 篇，第 3 / 13 页

101. ICLR 2026CityLens: Evaluating Large Vision-Language Models for Urban Socioeconomic Sensing
102. ICLR 2026CitySeeker: How Do VLMs Explore Embodied Urban Navigation with Implicit Human Needs?
103. ICLR 2026CLARC: C/C++ Benchmark for Robust Code Search
104. ICLR 2026ClarifyVC: Clarifying Ambiguous Commands in Vehicle Control with a Hybrid Data Augmentation Pipeline
105. ICLR 2026CLEAR: Calibrated Learning for Epistemic and Aleatoric Risk
106. ICLR 2026Clustering by Denoising: Latent plug-and-play diffusion for single-cell embeddings
107. ICLR 2026CMPhysBench: A Benchmark for Evaluating Large Language Models in Condensed Matter Physics
108. ICLR 2026CMT-Benchmark: A Benchmark for Condensed Matter Theory Built by Expert Researchers
109. ICLR 2026CoDA: From Text-to-Image Diffusion Models to Training-Free Dataset Distillation
110. ICLR 2026Code2Bench: Scaling Source and Rigor for Dynamic Benchmark Construction
111. ICLR 2026CodeSense: a Real-World Benchmark and Dataset for Code Semantic Reasoning
112. ICLR 2026CogniLoad: A Synthetic Natural Language Reasoning Benchmark With Tunable Length, Intrinsic Difficulty, and Distractor Density
113. ICLR 2026Common Corpus: The Largest Collection of Ethical Data for LLM Pre-Training
114. ICLR 2026Compactness and Consistency: A Conjoint Framework for Deep Graph Clustering
115. ICLR 2026Comparing AI Agents to Cybersecurity Professionals in Real-World Penetration Testing
116. ICLR 2026Complexity Analysis of Normalizing Constant Estimation: from Jarzynski Equality to Annealed Importance Sampling and beyond
117. ICLR 2026Composable Sparse Subnetworks via Maximum-Entropy Principle
118. ICLR 2026Computer Agent Arena: Toward Human-Centric Evaluation and Analysis of Computer-Use Agents
119. ICLR 2026CoNavBench: Collaborative Long-Horizon Vision-Language Navigation Benchmark
120. ICLR 2026Concepts' Information Bottleneck Models
121. ICLR 2026CONCUR: A Framework for Continual Constrained and Unconstrained Routing
122. ICLR 2026Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting
123. ICLR 2026Consistency-Driven Calibration and Matching for Few-Shot Class Incremental Learning
124. ICLR 2026Constant Degree Matrix-Driven Incomplete Multi-View Clustering via Connectivity-Structure and Embedding Tensor Learning
125. ICLR 2026Constantly Improving Image Models Need Constantly Improving Benchmarks
126. ICLR 2026Contextual and Seasonal LSTMs for Time Series Anomaly Detection
127. ICLR 2026Cooperative Sheaf Neural Networks
128. ICLR 2026Cost-of-Pass: An Economic Framework for Evaluating Language Models
129. ICLR 2026CounselBench: A Large-Scale Expert Evaluation and Adversarial Benchmarking of Large Language Models in Mental Health Question Answering
130. ICLR 2026Credit-Budgeted ICPC-Style Coding: When LLM Agents Must Pay for Every Decision
131. ICLR 2026CrossPL: Systematic Evaluation of Large Language Models for Cross Programming Language Interoperating Code Generation
132. ICLR 2026CTBench: Cryptocurrency Time Series Generation Benchmark
133. ICLR 2026CubeBench: Diagnosing Interactive, Long-Horizon Physical Intelligence under Partial Observations
134. ICLR 2026Cultivating Pluralism In Algorithmic Monoculture: The Community Alignment Dataset
135. ICLR 2026Culture In a Frame: C$^3$B as a Comic-Based Benchmark for Multimodal Culturally Awareness
136. ICLR 2026Customizing Visual Emotion Evaluation for MLLMs: An Open-vocabulary, Multifaceted, and Scalable Approach
137. ICLR 2026CyberGym: Evaluating AI Agents' Real-World Cybersecurity Capabilities at Scale
138. ICLR 2026DAComp: Benchmarking Data Agents across the Full Data Intelligence Lifecycle
139. ICLR 2026DARE-bench: Evaluating Modeling and Instruction Fidelity of LLMs in Data Science
140. ICLR 2026Dataset Color Quantization: A Training-Oriented Framework for Dataset-Level Compression
141. ICLR 2026Dataset Distillation as Pushforward Optimal Quantization
142. ICLR 2026Dataset Distillation for Memorized Data: Soft Labels can Leak Held-Out Teacher Knowledge
143. ICLR 2026Decoupling the Class Label and the Target Concept in Machine Unlearning
144. ICLR 2026Deep Latent Variable Model based Vertical Federated Learning with Flexible Alignment and Labeling Scenarios
145. ICLR 2026DeepFRC: An End-to-End Deep Learning Model for Functional Registration and Classification
146. ICLR 2026DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
147. ICLR 2026DeepResearch Bench: A Comprehensive Benchmark for Deep Research Agents
148. ICLR 2026DELTA-Code: How RL Unlocks and Transfers New Programming Algorithms in LLMs
149. ICLR 2026Demystifying Deep Search: A Holistic Evaluation with Hint-free Multi-Hop Questions and Factorised Metrics
150. ICLR 2026DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning

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。