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 937 篇，第 17 / 19 页
- NeurIPS 2023Humans in Kitchens: A Dataset for Multi-Person Human Motion Forecasting with Scene Context
- NeurIPS 2023Hyper-HMM: aligning human brains and semantic features in a common latent event space
- NeurIPS 2023Hyper-Skin: A Hyperspectral Dataset for Reconstructing Facial Skin-Spectra from RGB Images
- NeurIPS 2023ID and OOD Performance Are Sometimes Inversely Correlated on Real-world Datasets
- NeurIPS 2023Imitation Learning from Imperfection: Theoretical Justifications and Algorithms
- NeurIPS 2023Improving multimodal datasets with image captioning
- NeurIPS 2023Initialization-Dependent Sample Complexity of Linear Predictors and Neural Networks
- NeurIPS 2023INSPECT: A Multimodal Dataset for Pulmonary Embolism Diagnosis and Prognosis
- NeurIPS 2023Into the LAION’s Den: Investigating Hate in Multimodal Datasets
- NeurIPS 2023Joint Feature and Differentiable $ k $-NN Graph Learning using Dirichlet Energy
- NeurIPS 2023Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization
- NeurIPS 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
- NeurIPS 2023Katakomba: Tools and Benchmarks for Data-Driven NetHack
- NeurIPS 2023Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses
- NeurIPS 2023Label Correction of Crowdsourced Noisy Annotations with an Instance-Dependent Noise Transition Model
- NeurIPS 2023Label Poisoning is All You Need
- NeurIPS 2023LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark
- NeurIPS 2023LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting
- NeurIPS 2023Learning a Neuron by a Shallow ReLU Network: Dynamics and Implicit Bias for Correlated Inputs
- NeurIPS 2023Learning from Both Structural and Textual Knowledge for Inductive Knowledge Graph Completion
- NeurIPS 2023Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection
- NeurIPS 2023Learning to Group Auxiliary Datasets for Molecule
- NeurIPS 2023Leveraging Locality and Robustness to Achieve Massively Scalable Gaussian Process Regression
- NeurIPS 2023Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning
- NeurIPS 2023Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT
- NeurIPS 2023LoRA: A Logical Reasoning Augmented Dataset for Visual Question Answering
- NeurIPS 2023Lung250M-4B: A Combined 3D Dataset for CT- and Point Cloud-Based Intra-Patient Lung Registration
- NeurIPS 2023M$^{2}$SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
- NeurIPS 2023Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off
- NeurIPS 2023Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits
- NeurIPS 2023Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark
- NeurIPS 2023Mathematical Capabilities of ChatGPT
- NeurIPS 2023MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation
- NeurIPS 2023MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery
- NeurIPS 2023MiliPoint: A Point Cloud Dataset for mmWave Radar
- NeurIPS 2023MIM4DD: Mutual Information Maximization for Dataset Distillation
- NeurIPS 2023Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees
- NeurIPS 2023MonoUNI: A Unified Vehicle and Infrastructure-side Monocular 3D Object Detection Network with Sufficient Depth Clues
- NeurIPS 2023Motion-X: A Large-scale 3D Expressive Whole-body Human Motion Dataset
- NeurIPS 2023Mr. HiSum: A Large-scale Dataset for Video Highlight Detection and Summarization
- NeurIPS 2023MultiVENT: Multilingual Videos of Events and Aligned Natural Text
- NeurIPS 2023NetHack is Hard to Hack
- NeurIPS 2023NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics
- NeurIPS 2023New Complexity-Theoretic Frontiers of Tractability for Neural Network Training
- NeurIPS 2023NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF
- NeurIPS 2023Object Reprojection Error (ORE): Camera pose benchmarks from lightweight tracking annotations
- NeurIPS 2023OceanBench: The Sea Surface Height Edition
- NeurIPS 2023On Differentially Private Sampling from Gaussian and Product Distributions
- NeurIPS 2023On Masked Pre-training and the Marginal Likelihood
- NeurIPS 2023On Occlusions in Video Action Detection: Benchmark Datasets And Training Recipes
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。