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 43 / 118 页
- CVPR 2025From Multimodal LLMs to Generalist Embodied Agents: Methods and Lessons
- CVPR 2025FSboard: Over 3 Million Characters of ASL Fingerspelling Collected via Smartphones
- CVPR 2025Gain from Neighbors: Boosting Model Robustness in the Wild via Adversarial Perturbations Toward Neighboring Classes
- CVPR 2025GaPT-DAR: Category-level Garments Pose Tracking via Integrated 2D Deformation and 3D Reconstruction
- CVPR 2025GaussianSpa: An "Optimizing-Sparsifying" Simplification Framework for Compact and High-Quality 3D Gaussian Splatting
- CVPR 2025GazeGene: Large-scale Synthetic Gaze Dataset with 3D Eyeball Annotations
- CVPR 2025GEAL: Generalizable 3D Affordance Learning with Cross-Modal Consistency
- CVPR 2025GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition Control
- CVPR 2025Geometry in Style: 3D Stylization via Surface Normal Deformation
- CVPR 2025GigaHands: A Massive Annotated Dataset of Bimanual Hand Activities
- CVPR 2025GLane3D: Detecting Lanes with Graph of 3D Keypoints
- CVPR 2025GOAL: Global-local Object Alignment Learning
- CVPR 2025Ground-V: Teaching VLMs to Ground Complex Instructions in Pixels
- CVPR 2025HandOS: 3D Hand Reconstruction in One Stage
- CVPR 2025HarmonySet: A Comprehensive Dataset for Understanding Video-Music Semantic Alignment and Temporal Synchronization
- CVPR 2025Harnessing Frozen Unimodal Encoders for Flexible Multimodal Alignment
- CVPR 2025HD-EPIC: A Highly-Detailed Egocentric Video Dataset
- CVPR 2025Hearing Anywhere in Any Environment
- CVPR 2025HELVIPAD: A Real-World Dataset for Omnidirectional Stereo Depth Estimation
- CVPR 2025Hierarchical Features Matter: A Deep Exploration of Progressive Parameterization Method for Dataset Distillation
- CVPR 2025High Dynamic Range Video Compression: A Large-Scale Benchmark Dataset and A Learned Bit-depth Scalable Compression Algorithm
- CVPR 2025HOT3D: Hand and Object Tracking in 3D from Egocentric Multi-View Videos
- CVPR 2025HOTFormerLoc: Hierarchical Octree Transformer for Versatile Lidar Place Recognition Across Ground and Aerial Views
- CVPR 2025How Do I Do That? Synthesizing 3D Hand Motion and Contacts for Everyday Interactions
- CVPR 2025HumanRig: Learning Automatic Rigging for Humanoid Character in a Large Scale Dataset
- CVPR 2025Hybrid Concept Bottleneck Models
- CVPR 2025HybridGS: Decoupling Transients and Statics with 2D and 3D Gaussian Splatting
- CVPR 2025HyperGS: Hyperspectral 3D Gaussian Splatting
- CVPR 2025HyperPose: Hypernetwork-Infused Camera Pose Localization and an Extended Cambridge Landmarks Dataset
- CVPR 2025Improving Accuracy and Calibration via Differentiated Deep Mutual Learning
- CVPR 2025Improving Gaussian Splatting with Localized Points Management
- CVPR 2025Incomplete Multi-View Multi-label Learning via Disentangled Representation and Label Semantic Embedding
- CVPR 2025Incremental Object Keypoint Learning
- CVPR 2025Insightful Instance Features for 3D Instance Segmentation
- CVPR 2025Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
- CVPR 2025Is this Generated Person Existed in Real-world? Fine-grained Detecting and Calibrating Abnormal Human-body
- CVPR 2025JTD-UAV: MLLM-Enhanced Joint Tracking and Description Framework for Anti-UAV Systems
- 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
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。