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 637 篇，第 12 / 13 页
- NeurIPS 2025The emergence of sparse attention: impact of data distribution and benefits of repetition
- NeurIPS 2025The Fluorescent Veil: A Stealthy and Effective Physical Adversarial Patch Against Traffic Sign Recognition
- NeurIPS 2025The Illusion of Progress? A Critical Look at Test-Time Adaptation for Vision-Language Models
- NeurIPS 2025The Impact of Coreset Selection on Spurious Correlations and Group Robustness
- NeurIPS 2025The ML.ENERGY Benchmark: Toward Automated Inference Energy Measurement and Optimization
- NeurIPS 2025The Rashomon Set Has It All: Analyzing Trustworthiness of Trees under Multiplicity
- NeurIPS 2025The Temporal Graph of Bitcoin Transactions
- NeurIPS 2025TheAgentCompany: Benchmarking LLM Agents on Consequential Real World Tasks
- NeurIPS 2025ThermalGen: Style-Disentangled Flow-Based Generative Models for RGB-to-Thermal Image Translation
- NeurIPS 2025ThinkBench: Dynamic Out-of-Distribution Evaluation for Robust LLM Reasoning
- NeurIPS 2025This Time is Different: An Observability Perspective on Time Series Foundation Models
- NeurIPS 2025Thousand Voices of Trauma: A Large-Scale Synthetic Dataset for Modeling Prolonged Exposure Therapy Conversations
- NeurIPS 2025Through the Lens: Benchmarking Deepfake Detectors Against Moiré-Induced Distortions
- NeurIPS 2025THUNDER: Tile-level Histopathology image UNDERstanding benchmark
- NeurIPS 2025TIDMAD: Time Series Dataset for Discovering Dark Matter with AI Denoising
- NeurIPS 2025Tight Lower Bounds and Improved Convergence in Performative Prediction
- NeurIPS 2025Tightening Regret Lower and Upper Bounds in Restless Rising Bandits
- NeurIPS 2025Tighter CMI-Based Generalization Bounds via Stochastic Projection and Quantization
- NeurIPS 2025Tiled Flash Linear Attention: More Efficient Linear RNN and xLSTM Kernels
- NeurIPS 2025TimE: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios
- NeurIPS 2025Top-H Decoding: Adapting the Creativity and Coherence with Bounded Entropy in Text Generation
- NeurIPS 2025Torch-Uncertainty: Deep Learning Uncertainty Quantification
- NeurIPS 2025Toward a Vision-Language Foundation Model for Medical Data: Multimodal Dataset and Benchmarks for Vietnamese PET/CT Report Generation
- NeurIPS 2025Toward Engineering AGI: Benchmarking the Engineering Design Capabilities of LLMs
- NeurIPS 2025Toward Real-world Text Image Forgery Localization: Structured and Interpretable Data Synthesis
- NeurIPS 2025Towards A Generalist Code Embedding Model Based On Massive Data Synthesis
- NeurIPS 2025Towards Automated Petrography
- NeurIPS 2025Towards Better Dental AI: A Multimodal Benchmark and Instruction Dataset for Panoramic X-ray Analysis
- NeurIPS 2025Towards Evaluating Proactive Risk Awareness of Multimodal Language Models
- NeurIPS 2025Towards precision protein-ligand affinity prediction benchmark: A Complete and Modification-Aware DAVIS Dataset
- NeurIPS 2025Towards Predicting Any Human Trajectory In Context
- NeurIPS 2025Towards Understanding Camera Motions in Any Video
- NeurIPS 2025Towards Unified and Lossless Latent Space for 3D Molecular Latent Diffusion Modeling
- NeurIPS 2025TraffiDent: A Dataset for Understanding the Interplay Between Traffic Dynamics and Incidents
- NeurIPS 2025Trans-EnV: A Framework for Evaluating the Linguistic Robustness of LLMs Against English Varieties
- NeurIPS 2025TransMLA: Migrating GQA Models to MLA with Full DeepSeek Compatibility and Speedup
- NeurIPS 2025TreeFinder: A US-Scale Benchmark Dataset for Individual Tree Mortality Monitoring Using High-Resolution Aerial Imagery
- NeurIPS 2025TreeSynth: Synthesizing Diverse Data from Scratch via Tree-Guided Subspace Partitioning
- NeurIPS 2025Trust Region Reward Optimization and Proximal Inverse Reward Optimization Algorithm
- NeurIPS 2025Truth over Tricks: Measuring and Mitigating Shortcut Learning in Misinformation Detection
- NeurIPS 2025Turbocharging Gaussian Process Inference with Approximate Sketch-and-Project
- NeurIPS 2025UltraHR-100K: Enhancing UHR Image Synthesis with A Large-Scale High-Quality Dataset
- NeurIPS 2025Ultrametric Cluster Hierarchies: I Want ‘em All!
- NeurIPS 2025UltraVideo: High-Quality UHD Video Dataset with Comprehensive Captions
- NeurIPS 2025UMU-Bench: Closing the Modality Gap in Multimodal Unlearning Evaluation
- NeurIPS 2025Uncovering the Spectral Bias in Diagonal State Space Models
- NeurIPS 2025Understanding and Enhancing Message Passing on Heterophilic Graphs via Compatibility Matrix
- NeurIPS 2025Uni-RL: Unifying Online and Offline RL via Implicit Value Regularization
- NeurIPS 2025UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models
- NeurIPS 2025UniFoil: A Universal Dataset of Airfoils in Transitional and Turbulent Regimes for Subsonic and Transonic Flows
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。