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 337 篇，第 4 / 7 页
- CVPR 2025Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning
- CVPR 2025Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Content
- CVPR 2025KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception
- CVPR 2025Learning Affine Correspondences by Integrating Geometric Constraints
- CVPR 2025Learning from Neighbors: Category Extrapolation for Long-Tail Learning
- CVPR 2025Learning to Normalize on the SPD Manifold under Bures-Wasserstein Geometry
- CVPR 2025Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples
- CVPR 2025Leveraging Global Stereo Consistency for Category-Level Shape and 6D Pose Estimation from Stereo Images
- CVPR 2025LidarGait++: Learning Local Features and Size Awareness from LiDAR Point Clouds for 3D Gait Recognition
- CVPR 2025Lifting Motion to the 3D World via 2D Diffusion
- CVPR 2025LightLoc: Learning Outdoor LiDAR Localization at Light Speed
- CVPR 2025LIRM: Large Inverse Rendering Model for Progressive Reconstruction of Shape, Materials and View-dependent Radiance Fields
- CVPR 2025LiSu: A Dataset and Method for LiDAR Surface Normal Estimation
- CVPR 2025LLaVA-Critic: Learning to Evaluate Multimodal Models
- CVPR 2025Localizing Events in Videos with Multimodal Queries
- CVPR 2025LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty
- CVPR 2025LP-Diff: Towards Improved Restoration of Real-World Degraded License Plate
- CVPR 2025Lux Post Facto: Learning Portrait Performance Relighting with Conditional Video Diffusion and a Hybrid Dataset
- CVPR 2025M3GYM: A Large-Scale Multimodal Multi-view Multi-person Pose Dataset for Fitness Activity Understanding in Real-world Settings
- CVPR 2025MagicArticulate: Make Your 3D Models Articulation-Ready
- CVPR 2025MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing
- CVPR 2025MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps
- CVPR 2025MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
- CVPR 2025MaSS13K: A Matting-level Semantic Segmentation Benchmark
- CVPR 2025Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes
- CVPR 2025MeshGen: Generating PBR Textured Mesh with Render-Enhanced Auto-Encoder and Generative Data Augmentation
- CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
- CVPR 2025Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking
- CVPR 2025MirrorVerse: Pushing Diffusion Models to Realistically Reflect the World
- CVPR 2025MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments
- CVPR 2025Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
- CVPR 2025Mono2Stereo: A Benchmark and Empirical Study for Stereo Conversion
- CVPR 2025Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation
- CVPR 2025MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
- CVPR 2025MotionPRO: Exploring the Role of Pressure in Human MoCap and Beyond
- CVPR 2025Multi-Modal Contrastive Masked Autoencoders: A Two-Stage Progressive Pre-training Approach for RGBD Datasets
- CVPR 2025MultimodalStudio: A Heterogeneous Sensor Dataset and Framework for Neural Rendering across Multiple Imaging Modalities
- CVPR 2025MultiMorph: On-demand Atlas Construction
- CVPR 2025MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object Tracking
- CVPR 2025NeISF++: Neural Incident Stokes Field for Polarized Inverse Rendering of Conductors and Dielectrics
- CVPR 2025NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction
- CVPR 2025nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark
- CVPR 2025NSD-Imagery: A Benchmark Dataset for Extending fMRI Vision Decoding Methods to Mental Imagery
- CVPR 2025Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark Dataset
- CVPR 2025ODHSR: Online Dense 3D Reconstruction of Humans and Scenes from Monocular Videos
- CVPR 2025OFER: Occluded Face Expression Reconstruction
- CVPR 2025OffsetOPT: Explicit Surface Reconstruction without Normals
- CVPR 2025On the Out-Of-Distribution Generalization of Large Multimodal Models
- CVPR 2025One-Step Event-Driven High-Speed Autofocus
- CVPR 2025Online Video Understanding: OVBench and VideoChat-Online
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。