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 78 / 118 页
- CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
- CVPR 2024Relightful Harmonization: Lighting-aware Portrait Background Replacement
- CVPR 2024RepAn: Enhanced Annealing through Re-parameterization
- CVPR 2024RepKPU: Point Cloud Upsampling with Kernel Point Representation and Deformation
- CVPR 2024Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning
- CVPR 2024Revisiting Adversarial Training at Scale
- CVPR 2024Revisiting Adversarial Training Under Long-Tailed Distributions
- CVPR 2024Revisiting Single Image Reflection Removal In the Wild
- CVPR 2024RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
- CVPR 2024Robust Depth Enhancement via Polarization Prompt Fusion Tuning
- CVPR 2024Robust Noisy Correspondence Learning with Equivariant Similarity Consistency
- CVPR 2024RobustSAM: Segment Anything Robustly on Degraded Images
- CVPR 2024Rolling Shutter Correction with Intermediate Distortion Flow Estimation
- CVPR 2024SAFDNet: A Simple and Effective Network for Fully Sparse 3D Object Detection
- CVPR 2024Scalable 3D Registration via Truncated Entry-wise Absolute Residuals
- CVPR 2024Scaled Decoupled Distillation
- CVPR 2024ScanFormer: Referring Expression Comprehension by Iteratively Scanning
- CVPR 2024SceneFun3D: Fine-Grained Functionality and Affordance Understanding in 3D Scenes
- CVPR 2024SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes
- CVPR 2024SD4Match: Learning to Prompt Stable Diffusion Model for Semantic Matching
- CVPR 2024See Say and Segment: Teaching LMMs to Overcome False Premises
- CVPR 2024SEED-Bench: Benchmarking Multimodal Large Language Models
- CVPR 2024Seeing Motion at Nighttime with an Event Camera
- CVPR 2024Segment and Caption Anything
- CVPR 2024Segment Every Out-of-Distribution Object
- CVPR 2024Selective Interpretable and Motion Consistent Privacy Attribute Obfuscation for Action Recognition
- CVPR 2024Semantic Line Combination Detector
- CVPR 2024SeMoLi: What Moves Together Belongs Together
- CVPR 2024Sieve: Multimodal Dataset Pruning using Image Captioning Models
- CVPR 2024SIRA: Scalable Inter-frame Relation and Association for Radar Perception
- CVPR 2024SleepVST: Sleep Staging from Near-Infrared Video Signals using Pre-Trained Transformers
- CVPR 2024Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning
- CVPR 2024SpatialTracker: Tracking Any 2D Pixels in 3D Space
- CVPR 2024Spatio-Temporal Turbulence Mitigation: A Translational Perspective
- CVPR 2024Spectral and Polarization Vision: Spectro-polarimetric Real-world Dataset
- CVPR 2024Spectral Meets Spatial: Harmonising 3D Shape Matching and Interpolation
- CVPR 2024SportsHHI: A Dataset for Human-Human Interaction Detection in Sports Videos
- CVPR 2024SportsSloMo: A New Benchmark and Baselines for Human-centric Video Frame Interpolation
- CVPR 2024Steerers: A Framework for Rotation Equivariant Keypoint Descriptors
- CVPR 2024Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining
- CVPR 2024Structured Gradient-based Interpretations via Norm-Regularized Adversarial Training
- CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
- CVPR 2024SubT-MRS Dataset: Pushing SLAM Towards All-weather Environments
- CVPR 2024SURE: SUrvey REcipes for building reliable and robust deep networks
- CVPR 2024SynSP: Synergy of Smoothness and Precision in Pose Sequences Refinement
- CVPR 2024Systematic Comparison of Semi-supervised and Self-supervised Learning for Medical Image Classification
- CVPR 2024T4P: Test-Time Training of Trajectory Prediction via Masked Autoencoder and Actor-specific Token Memory
- CVPR 2024Telling Left from Right: Identifying Geometry-Aware Semantic Correspondence
- CVPR 2024The Mirrored Influence Hypothesis: Efficient Data Influence Estimation by Harnessing Forward Passes
- CVPR 2024The STVchrono Dataset: Towards Continuous Change Recognition in Time
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。