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 77 / 118 页
- CVPR 2024NeRFDeformer: NeRF Transformation from a Single View via 3D Scene Flows
- CVPR 2024NeRSP: Neural 3D Reconstruction for Reflective Objects with Sparse Polarized Images
- CVPR 2024NetTrack: Tracking Highly Dynamic Objects with a Net
- CVPR 2024Neural Underwater Scene Representation
- CVPR 2024No More Ambiguity in 360deg Room Layout via Bi-Layout Estimation
- CVPR 2024Noisy One-point Homographies are Surprisingly Good
- CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
- CVPR 2024NTO3D: Neural Target Object 3D Reconstruction with Segment Anything
- CVPR 2024NViST: In the Wild New View Synthesis from a Single Image with Transformers
- CVPR 2024OAKINK2: A Dataset of Bimanual Hands-Object Manipulation in Complex Task Completion
- CVPR 2024OCAI: Improving Optical Flow Estimation by Occlusion and Consistency Aware Interpolation
- CVPR 2024ODIN: A Single Model for 2D and 3D Segmentation
- CVPR 2024OmniMedVQA: A New Large-Scale Comprehensive Evaluation Benchmark for Medical LVLM
- CVPR 2024OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning
- CVPR 2024On the Diversity and Realism of Distilled Dataset: An Efficient Dataset Distillation Paradigm
- CVPR 2024One-Class Face Anti-spoofing via Spoof Cue Map-Guided Feature Learning
- CVPR 2024One-Prompt to Segment All Medical Images
- CVPR 2024OneLLM: One Framework to Align All Modalities with Language
- CVPR 2024OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation
- CVPR 2024OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning
- CVPR 2024OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning
- CVPR 2024PairDETR : Joint Detection and Association of Human Bodies and Faces
- CVPR 2024PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference
- CVPR 2024Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition
- CVPR 2024Partial-to-Partial Shape Matching with Geometric Consistency
- CVPR 2024PBWR: Parametric-Building-Wireframe Reconstruction from Aerial LiDAR Point Clouds
- CVPR 2024PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor
- CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
- CVPR 2024Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration
- CVPR 2024PLGSLAM: Progressive Neural Scene Represenation with Local to Global Bundle Adjustment
- CVPR 2024Plug and Play Active Learning for Object Detection
- CVPR 2024Plug-and-Play Diffusion Distillation
- CVPR 2024Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds
- CVPR 2024Pose Adapted Shape Learning for Large-Pose Face Reenactment
- CVPR 2024PredToken: Predicting Unknown Tokens and Beyond with Coarse-to-Fine Iterative Decoding
- CVPR 2024Previously on ... From Recaps to Story Summarization
- CVPR 2024Probabilistic Speech-Driven 3D Facial Motion Synthesis: New Benchmarks Methods and Applications
- CVPR 2024Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
- CVPR 2024Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
- CVPR 2024Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI
- CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
- CVPR 2024R-Cyclic Diffuser: Reductive and Cyclic Latent Diffusion for 3D Clothed Human Digitalization
- CVPR 2024RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
- CVPR 2024RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models
- CVPR 2024RCooper: A Real-world Large-scale Dataset for Roadside Cooperative Perception
- CVPR 2024Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection
- CVPR 2024Real-World Mobile Image Denoising Dataset with Efficient Baselines
- CVPR 2024ReconFusion: 3D Reconstruction with Diffusion Priors
- CVPR 2024Reconstructing Hands in 3D with Transformers
- CVPR 2024Relation Rectification in Diffusion Model
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。