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 41 / 118 页
- CVPR 2025AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark
- CVPR 2025AirRoom: Objects Matter in Room Reidentification
- CVPR 2025AlignMamba: Enhancing Multimodal Mamba with Local and Global Cross-modal Alignment
- CVPR 2025Anchor-Aware Similarity Cohesion in Target Frames Enables Predicting Temporal Moment Boundaries in 2D
- CVPR 2025ANNEXE: Unified Analyzing, Answering, and Pixel Grounding for Egocentric Interaction
- CVPR 2025Any6D: Model-free 6D Pose Estimation of Novel Objects
- CVPR 2025AnyCam: Learning to Recover Camera Poses and Intrinsics from Casual Videos
- CVPR 2025AnySat: One Earth Observation Model for Many Resolutions, Scales, and Modalities
- CVPR 2025ARKit LabelMaker: A New Scale for Indoor 3D Scene Understanding
- CVPR 2025ArtiFade: Learning to Generate High-quality Subject from Blemished Images
- CVPR 2025Attention IoU: Examining Biases in CelebA using Attention Maps
- CVPR 2025Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability
- CVPR 2025Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation
- CVPR 2025Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression
- CVPR 2025Automatic Spectral Calibration of Hyperspectral Images: Method, Dataset and Benchmark
- CVPR 2025BASKET: A Large-Scale Video Dataset for Fine-Grained Skill Estimation
- CVPR 2025BEVDiffuser: Plug-and-Play Diffusion Model for BEV Denoising with Ground-Truth Guidance
- CVPR 2025Beyond Clean Training Data: A Versatile and Model-Agnostic Framework for Out-of-Distribution Detection with Contaminated Training Data
- CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
- CVPR 2025BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature
- CVPR 2025BOOTPLACE: Bootstrapped Object Placement with Detection Transformers
- CVPR 2025Camouflage Anything: Learning to Hide using Controlled Out-painting and Representation Engineering
- CVPR 2025Can Machines Understand Composition? Dataset and Benchmark for Photographic Image Composition Embedding and Understanding
- CVPR 2025CAP-Net: A Unified Network for 6D Pose and Size Estimation of Categorical Articulated Parts from a Single RGB-D Image
- CVPR 2025CASAGPT: Cuboid Arrangement and Scene Assembly for Interior Design
- CVPR 2025CDI: Copyrighted Data Identification in Diffusion Models
- CVPR 2025CGMatch: A Different Perspective of Semi-supervised Learning
- CVPR 2025CheckManual: A New Challenge and Benchmark for Manual-based Appliance Manipulation
- CVPR 2025CheXwhatsApp: A Dataset for Exploring Challenges in the Diagnosis of Chest X-rays through Mobile Devices
- CVPR 2025CholecTrack20: A Multi-Perspective Tracking Dataset for Surgical Tools
- CVPR 2025ClimbingCap: Multi-Modal Dataset and Method for Rock Climbing in World Coordinate
- CVPR 2025Co-op: Correspondence-based Novel Object Pose Estimation
- CVPR 2025CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI
- CVPR 2025CoMM: A Coherent Interleaved Image-Text Dataset for Multimodal Understanding and Generation
- CVPR 2025Comprehensive Relighting: Generalizable and Consistent Monocular Human Relighting and Harmonization
- CVPR 2025ComRoPE: Scalable and Robust Rotary Position Embedding Parameterized by Trainable Commuting Angle Matrices
- CVPR 2025Condensing Action Segmentation Datasets via Generative Network Inversion
- CVPR 2025Continuous Adverse Weather Removal via Degradation-Aware Distillation
- CVPR 2025CORE4D: A 4D Human-Object-Human Interaction Dataset for Collaborative Object REarrangement
- CVPR 2025Correlative and Discriminative Label Grouping for Multi-Label Visual Prompt Tuning
- CVPR 2025CoSDH: Communication-Efficient Collaborative Perception via Supply-Demand Awareness and Intermediate-Late Hybridization
- CVPR 2025COUNTS: Benchmarking Object Detectors and Multimodal Large Language Models under Distribution Shifts
- CVPR 2025CroCoDL: Cross-device Collaborative Dataset for Localization
- CVPR 2025Curriculum Coarse-to-Fine Selection for High-IPC Dataset Distillation
- CVPR 2025CXPMRG-Bench: Pre-training and Benchmarking for X-ray Medical Report Generation on CheXpert Plus Dataset
- CVPR 2025Dataset Distillation with Neural Characteristic Function: A Minmax Perspective
- CVPR 2025De^2Gaze: Deformable and Decoupled Representation Learning for 3D Gaze Estimation
- CVPR 2025DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos
- CVPR 2025Decentralized Diffusion Models
- CVPR 2025Decoupling Fine Detail and Global Geometry for Compressed Depth Map Super-Resolution
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。