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 454 篇，第 6 / 10 页
- CVPR 2026MooCap A Multi-View Benchmark for Cow-Object-Human Interaction and Behavior Dynamics
- CVPR 2026MoRe Motion-aware Feed-forward 4D Reconstruction Transformer
- CVPR 2026MORE-STEM Long-Short MemOry REcall and Spatio-TEmporal Consistency Model for Query-Driven
- CVPR 2026MOSAIC-GS Monocular Scene Reconstruction via Advanced Initialization for Complex Dynamic
- CVPR 2026MotionCrafter Dense Geometry and Motion Reconstruction with a 4D VAE
- CVPR 2026MotionEdit Benchmarking and Learning Motion-Centric Image Editing
- CVPR 2026MotionScale Reconstructing Appearance Geometry and Motion of Dynamic Scenes with
- CVPR 2026MRI Contrast Enhancement Kinetics World Model
- CVPR 2026Multimodal Distribution Matching for Vision-Language Dataset Distillation
- CVPR 2026MV-Fashion Towards Enabling Virtual Try-On and Size Estimation with Multi-View
- CVPR 2026MVInverse Feed-forward Multiview Inverse Rendering in Seconds
- CVPR 2026MVLM Template-Free Tracking via Vision-Language Margin Confidence and Memory-Gated Tracking
- CVPR 2026NeighborMAE Exploiting Spatial Dependencies between Neighboring Earth Observation Images in
- CVPR 2026Neu-PiG Neural Preconditioned Grids for Fast Dynamic Surface Reconstruction on
- CVPR 2026Object-WIPER Training-Free Object and Associated Effect Removal in Videos
- CVPR 2026OctoNav Towards Generalist Embodied Navigation
- CVPR 2026OLATverse A Large-scale Real-world Object Dataset with Precise Lighting Control
- CVPR 2026Olbedo An Albedo and Shading Aerial Dataset for Large-Scale Outdoor
- CVPR 2026OMG-Bench A New Challenging Benchmark for Skeleton-based Online Micro Hand
- CVPR 2026Omni-AD A Large-scale and Versatile Benchmark for Industrial Anomaly Detection
- CVPR 2026Omni-Supervised Motion Editing Balancing Change and Invariance through Positive-Negative Learning
- CVPR 2026OmniVTG A Large-Scale Dataset and Training Paradigm for Open-World Video
- CVPR 2026OmniZip Learning a Unified and Lightweight Lossless Compressor for Multi-Modal
- CVPR 2026OMoBlur An Object Motion Blur Dataset and Benchmark for Real-World
- CVPR 2026Open the Motion Door Atomic Motion Decomposition and Recomposition for
- CVPR 2026Optical Diffraction-based Convolution for Semiconductor Lithography
- CVPR 2026OralGPT-Omni A Versatile Dental Multimodal Large Language Model
- CVPR 2026OraPO Oracle-educated Reinforcement Learning for Data-efficient and Factual Radiology Report
- CVPR 2026OS-Fed One Snapshot Is All You Need
- CVPR 2026OS-Oracle A Comprehensive Framework for Cross-Platform GUI Critic Models
- CVPR 2026oslash Source Models Leak What They Shouldnt nrightarrow Unlearning Zero-Shot
- CVPR 2026Outlier-Robust Diffusion Solvers for Inverse Problems
- CVPR 2026PanoVGGT Feed-Forward 3D Reconstruction from Panoramic Imagery
- CVPR 2026PaQ-DETR Learning Pattern and Quality-Aware Dynamic Queries for Object Detection
- CVPR 2026Particulate Feed-Forward 3D Object Articulation
- CVPR 2026Perception Characteristics Distance Measuring Stability and Robustness of Perception System
- CVPR 2026PhyCritic Multimodal Critic Models for Physical AI
- CVPR 2026PhysInOne Visual Physics Learning and Reasoning in One Suite
- CVPR 2026PiLoT Neural Pixel-to-3D Registration for UAV-based Ego and Target Geo-localization
- CVPR 2026PinPoint Evaluation of Composed Image Retrieval with Explicit Negatives Multi-Image
- CVPR 2026PlanaReLoc Camera Relocalization in 3D Planar Primitives via Region-Based Structure
- CVPR 2026Plant Taxonomy Meets Plant Counting A Fine-Grained Taxonomic Dataset for
- CVPR 2026PoInit-of-View Poisoning Initialization of Views Transfers Across Multiple 3D Reconstruction
- CVPR 2026Point4Cast Streaming Dynamic Scene Reconstruction and Forecasting
- CVPR 2026PointCSP Cross-Sample Semantic Propagation and Stability Preservation in Self-Supervised Point
- CVPR 2026Pointer-CAD Unifying B-Rep and Command Sequences via Pointer-based Edges
- CVPR 2026POLAR A Portrait OLAT Dataset and Generative Framework for Illumination-Aware
- CVPR 2026Polarization State Tracing for Reflection Removal and Color-Consistent Reconstruction
- CVPR 2026PoseD-Flow Versatile and Guided Flow Matching Model of Human Pose
- CVPR 2026PositionIC Unified Position and Identity Consistency for Image Customization
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。