数据集与基准论文趋势 2023–2026
新数据集与评测协议
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 5,856 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 227 | 162 | 166 | 382 | 937 |
| 2024 | 448 | 216 | 318 | 364 | 1,346 |
| 2025 | 637 | 419 | 189 | 337 | 1,582 |
| 2026 | 623 | 635 | 275 | 458 | 1,991 |
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 5,852 篇，第 55 / 118 页
- ICLR 2025The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling
- ICLR 2025The Rise and Down of Babel Tower: Investigating the Evolution Process of Multilingual Code Large Language Model
- ICLR 2025THE ROBUSTNESS OF DIFFERENTIABLE CAUSAL DISCOVERY IN MISSPECIFIED SCENARIOS
- ICLR 2025To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning
- ICLR 2025TODO: Enhancing LLM Alignment with Ternary Preferences
- ICLR 2025TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models
- ICLR 2025ToolDial: Multi-turn Dialogue Generation Method for Tool-Augmented Language Models
- ICLR 2025Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity
- ICLR 2025Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation
- ICLR 2025Training on the Test Task Confounds Evaluation and Emergence
- ICLR 2025Transformer Block Coupling and its Correlation with Generalization in LLMs
- ICLR 2025Tuning-Free Bilevel Optimization: New Algorithms and Convergence Analysis
- ICLR 2025UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
- ICLR 2025Uncovering Gaps in How Humans and LLMs Interpret Subjective Language
- ICLR 2025Unearthing Skill-level Insights for Understanding Trade-offs of Foundation Models
- ICLR 2025Uni$^2$Det: Unified and Universal Framework for Prompt-Guided Multi-dataset 3D Detection
- ICLR 2025UniDetox: Universal Detoxification of Large Language Models via Dataset Distillation
- ICLR 2025Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search
- ICLR 2025Unifying Unsupervised Graph-Level Anomaly Detection and Out-of-Distribution Detection: A Benchmark
- ICLR 2025Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning
- ICLR 2025VCR: A Task for Pixel-Level Complex Reasoning in Vision Language Models via Restoring Occluded Text
- ICLR 2025Vertical Federated Learning with Missing Features During Training and Inference
- ICLR 2025VibeCheck: Discover and Quantify Qualitative Differences in Large Language Models
- ICLR 2025Video Action Differencing
- ICLR 2025VideoPhy: Evaluating Physical Commonsense for Video Generation
- ICLR 2025VisualAgentBench: Towards Large Multimodal Models as Visual Foundation Agents
- ICLR 2025VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning
- ICLR 2025VOILA: Evaluation of MLLMs For Perceptual Understanding and Analogical Reasoning
- ICLR 2025VoxDialogue: Can Spoken Dialogue Systems Understand Information Beyond Words?
- ICLR 2025VTDexManip: A Dataset and Benchmark for Visual-tactile Pretraining and Dexterous Manipulation with Reinforcement Learning
- ICLR 2025VVC-Gym: A Fixed-Wing UAV Reinforcement Learning Environment for Multi-Goal Long-Horizon Problems
- ICLR 2025Ward: Provable RAG Dataset Inference via LLM Watermarks
- ICLR 2025Wasserstein Distances, Neuronal Entanglement, and Sparsity
- ICLR 2025What Are Good Positional Encodings for Directed Graphs?
- ICLR 2025What Makes a Maze Look Like a Maze?
- ICLR 2025What Matters in Learning from Large-Scale Datasets for Robot Manipulation
- ICLR 2025What's New in My Data? Novelty Exploration via Contrastive Generation
- ICLR 2025WildBench: Benchmarking LLMs with Challenging Tasks from Real Users in the Wild
- ICLR 2025xFinder: Large Language Models as Automated Evaluators for Reliable Evaluation
- ICLR 2025Youku Dense Caption: A Large-scale Chinese Video Dense Caption Dataset and Benchmarks
- ICLR 2025YouTube-SL-25: A Large-Scale, Open-Domain Multilingual Sign Language Parallel Corpus
- ICLR 2025ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish
- ICLR 2025ZooProbe: A Data Engine for Evaluating, Exploring, and Evolving Large-scale Training Data for Multimodal LLMs
- ICML 2025A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle
- ICML 2025A Generic Family of Graphical Models: Diversity, Efficiency, and Heterogeneity
- ICML 2025AAAR-1.0: Assessing AI’s Potential to Assist Research
- ICML 2025Ab Initio Nonparametric Variable Selection for Scalable Symbolic Regression with Large $p$
- ICML 2025Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss
- ICML 2025Active Evaluation Acquisition for Efficient LLM Benchmarking
- ICML 2025Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查数据集与基准在 NeurIPS 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "dataset-and-benchmarks"}
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。