Datasets and Benchmarks papers, 2023–2026

Key findings

• Datasets and Benchmarks went from 937 papers in 2023 to 1,991 in 2026, roughly 2.1x in three years.
• NeurIPS publishes the most Datasets and Benchmarks work: 1,935 papers from 2023 to 2026, 33% of the four-venue total.
• The fastest-growing overlap is with AI Agents: papers tagged with both rose from 8 in 2023 to 194 in 2026.
• Among the 5 topics under Efficiency and Systems, it ranks #1 by 2026 paper count; the fastest grower in the group, Hardware-Aware ML, is up 4.4x versus 2.1x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Datasets and Benchmarks papers

5,852 papers, page 44 of 118

2151. CVPR 2025LLaVA-Critic: Learning to Evaluate Multimodal Models
2152. CVPR 2025Localizing Events in Videos with Multimodal Queries
2153. CVPR 2025LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty
2154. CVPR 2025LP-Diff: Towards Improved Restoration of Real-World Degraded License Plate
2155. CVPR 2025Lux Post Facto: Learning Portrait Performance Relighting with Conditional Video Diffusion and a Hybrid Dataset
2156. CVPR 2025M3GYM: A Large-Scale Multimodal Multi-view Multi-person Pose Dataset for Fitness Activity Understanding in Real-world Settings
2157. CVPR 2025MagicArticulate: Make Your 3D Models Articulation-Ready
2158. CVPR 2025MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing
2159. CVPR 2025MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps
2160. CVPR 2025MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
2161. CVPR 2025MaSS13K: A Matting-level Semantic Segmentation Benchmark
2162. CVPR 2025Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes
2163. CVPR 2025MeshGen: Generating PBR Textured Mesh with Render-Enhanced Auto-Encoder and Generative Data Augmentation
2164. CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
2165. CVPR 2025Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking
2166. CVPR 2025MirrorVerse: Pushing Diffusion Models to Realistically Reflect the World
2167. CVPR 2025MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments
2168. CVPR 2025Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
2169. CVPR 2025Mono2Stereo: A Benchmark and Empirical Study for Stereo Conversion
2170. CVPR 2025Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation
2171. CVPR 2025MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
2172. CVPR 2025MotionPRO: Exploring the Role of Pressure in Human MoCap and Beyond
2173. CVPR 2025Multi-Modal Contrastive Masked Autoencoders: A Two-Stage Progressive Pre-training Approach for RGBD Datasets
2174. CVPR 2025MultimodalStudio: A Heterogeneous Sensor Dataset and Framework for Neural Rendering across Multiple Imaging Modalities
2175. CVPR 2025MultiMorph: On-demand Atlas Construction
2176. CVPR 2025MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object Tracking
2177. CVPR 2025NeISF++: Neural Incident Stokes Field for Polarized Inverse Rendering of Conductors and Dielectrics
2178. CVPR 2025NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction
2179. CVPR 2025nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark
2180. CVPR 2025NSD-Imagery: A Benchmark Dataset for Extending fMRI Vision Decoding Methods to Mental Imagery
2181. CVPR 2025Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark Dataset
2182. CVPR 2025ODHSR: Online Dense 3D Reconstruction of Humans and Scenes from Monocular Videos
2183. CVPR 2025OFER: Occluded Face Expression Reconstruction
2184. CVPR 2025OffsetOPT: Explicit Surface Reconstruction without Normals
2185. CVPR 2025On the Out-Of-Distribution Generalization of Large Multimodal Models
2186. CVPR 2025One-Step Event-Driven High-Speed Autofocus
2187. CVPR 2025Online Video Understanding: OVBench and VideoChat-Online
2188. CVPR 2025Open-Canopy: Towards Very High Resolution Forest Monitoring
2189. CVPR 2025OpenHumanVid: A Large-Scale High-Quality Dataset for Enhancing Human-Centric Video Generation
2190. CVPR 2025OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection
2191. CVPR 2025OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation
2192. CVPR 2025OpticalNet: An Optical Imaging Dataset and Benchmark Beyond the Diffraction Limit
2193. CVPR 2025ORIDa: Object-centric Real-world Image Composition Dataset
2194. CVPR 2025OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP
2195. CVPR 2025PanDA: Towards Panoramic Depth Anything with Unlabeled Panoramas and Mobius Spatial Augmentation
2196. CVPR 2025Perceptually Accurate 3D Talking Head Generation: New Definitions, Speech-Mesh Representation, and Evaluation Metrics
2197. CVPR 2025PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset
2198. CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
2199. CVPR 2025PICO: Reconstructing 3D People In Contact with Objects
2200. CVPR 2025Pixel-aligned RGB-NIR Stereo Imaging and Dataset for Robot Vision

FAQ

How many Datasets and Benchmarks papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

5,856 in total: 937 in 2023, 1,346 in 2024, 1,582 in 2025, 1,991 in 2026.

How many Datasets and Benchmarks papers are at NeurIPS 2026?

NeurIPS 2026 has 623 Datasets and Benchmarks papers, versus 637 the year before.

How many Datasets and Benchmarks papers are at ICLR 2026?

ICLR 2026 has 635 Datasets and Benchmarks papers, versus 419 the year before.

How many Datasets and Benchmarks papers are at ICML 2026?

ICML 2026 has 275 Datasets and Benchmarks papers, versus 189 the year before.

How many Datasets and Benchmarks papers are at CVPR 2026?

CVPR 2026 has 458 Datasets and Benchmarks papers, versus 337 the year before.

Which conference publishes the most Datasets and Benchmarks papers?

NeurIPS, with 1,935 papers from 2023 to 2026.