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 364 篇，第 4 / 8 页
- CVPR 2024HOIST-Former: Hand-held Objects Identification Segmentation and Tracking in the Wild
- CVPR 2024HoloVIC: Large-scale Dataset and Benchmark for Multi-Sensor Holographic Intersection and Vehicle-Infrastructure Cooperative
- CVPR 2024HouseCat6D - A Large-Scale Multi-Modal Category Level 6D Object Perception Dataset with Household Objects in Realistic Scenarios
- CVPR 2024How Far Can We Compress Instant-NGP-Based NeRF?
- CVPR 2024HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
- CVPR 2024iKUN: Speak to Trackers without Retraining
- CVPR 2024Implicit Event-RGBD Neural SLAM
- CVPR 2024Improving Generalization via Meta-Learning on Hard Samples
- CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps
- CVPR 2024InceptionNeXt: When Inception Meets ConvNeXt
- CVPR 2024Incremental Nuclei Segmentation from Histopathological Images via Future-class Awareness and Compatibility-inspired Distillation
- CVPR 2024Insect-Foundation: A Foundation Model and Large-scale 1M Dataset for Visual Insect Understanding
- CVPR 2024Insights from the Use of Previously Unseen Neural Architecture Search Datasets
- CVPR 2024Instance Tracking in 3D Scenes from Egocentric Videos
- CVPR 2024Integrating Efficient Optimal Transport and Functional Maps For Unsupervised Shape Correspondence Learning
- CVPR 2024Intensity-Robust Autofocus for Spike Camera
- CVPR 2024Interactive Continual Learning: Fast and Slow Thinking
- CVPR 2024Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding
- CVPR 2024Inverse Rendering of Glossy Objects via the Neural Plenoptic Function and Radiance Fields
- CVPR 2024Investigating and Mitigating the Side Effects of Noisy Views for Self-Supervised Clustering Algorithms in Practical Multi-View Scenarios
- CVPR 2024IReNe: Instant Recoloring of Neural Radiance Fields
- CVPR 2024JRDB-PanoTrack: An Open-world Panoptic Segmentation and Tracking Robotic Dataset in Crowded Human Environments
- CVPR 2024JRDB-Social: A Multifaceted Robotic Dataset for Understanding of Context and Dynamics of Human Interactions Within Social Groups
- CVPR 2024KITRO: Refining Human Mesh by 2D Clues and Kinematic-tree Rotation
- CVPR 2024KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation
- CVPR 2024LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
- CVPR 2024LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs
- CVPR 2024Language-conditioned Detection Transformer
- CVPR 2024LASA: Instance Reconstruction from Real Scans using A Large-scale Aligned Shape Annotation Dataset
- CVPR 2024Learning the 3D Fauna of the Web
- CVPR 2024Learning to Count without Annotations
- CVPR 2024Learning to Remove Wrinkled Transparent Film with Polarized Prior
- CVPR 2024Learning to Segment Referred Objects from Narrated Egocentric Videos
- CVPR 2024LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising
- CVPR 2024Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion
- CVPR 2024LiDAR-Net: A Real-scanned 3D Point Cloud Dataset for Indoor Scenes
- CVPR 2024LiveHPS: LiDAR-based Scene-level Human Pose and Shape Estimation in Free Environment
- CVPR 2024Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It
- CVPR 2024Long-Tail Class Incremental Learning via Independent Sub-prototype Construction
- CVPR 2024Loopy-SLAM: Dense Neural SLAM with Loop Closures
- CVPR 2024Loose Inertial Poser: Motion Capture with IMU-attached Loose-Wear Jacket
- CVPR 2024LoS: Local Structure-Guided Stereo Matching
- CVPR 2024LPSNet: End-to-End Human Pose and Shape Estimation with Lensless Imaging
- CVPR 2024LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels
- CVPR 2024LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images
- CVPR 2024M3-UDA: A New Benchmark for Unsupervised Domain Adaptive Fetal Cardiac Structure Detection
- CVPR 2024MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying
- CVPR 2024MANUS: Markerless Grasp Capture using Articulated 3D Gaussians
- CVPR 2024MART: Masked Affective RepresenTation Learning via Masked Temporal Distribution Distillation
- CVPR 2024Masked and Shuffled Blind Spot Denoising for Real-World Images
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。