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

382 papers, page 5 of 8

201. CVPR 2023Learning To Render Novel Views From Wide-Baseline Stereo Pairs
202. CVPR 2023Learning To Zoom and Unzoom
203. CVPR 2023Learning Transferable Spatiotemporal Representations From Natural Script Knowledge
204. CVPR 2023Learning Transformation-Predictive Representations for Detection and Description of Local Features
205. CVPR 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms
206. CVPR 2023Less Is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation
207. CVPR 2023LINe: Out-of-Distribution Detection by Leveraging Important Neurons
208. CVPR 2023Logical Consistency and Greater Descriptive Power for Facial Hair Attribute Learning
209. CVPR 2023LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
210. CVPR 2023Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence
211. CVPR 2023M6Doc: A Large-Scale Multi-Format, Multi-Type, Multi-Layout, Multi-Language, Multi-Annotation Category Dataset for Modern Document Layout Analysis
212. CVPR 2023MACARONS: Mapping and Coverage Anticipation With RGB Online Self-Supervision
213. CVPR 2023MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery
214. CVPR 2023MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding
215. CVPR 2023Marching-Primitives: Shape Abstraction From Signed Distance Function
216. CVPR 2023MarginMatch: Improving Semi-Supervised Learning with Pseudo-Margins
217. CVPR 2023Mask DINO: Towards a Unified Transformer-Based Framework for Object Detection and Segmentation
218. CVPR 2023Mask-Guided Matting in the Wild
219. CVPR 2023MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset
220. CVPR 2023Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond
221. CVPR 2023MEDIC: Remove Model Backdoors via Importance Driven Cloning
222. CVPR 2023Meta-Tuning Loss Functions and Data Augmentation for Few-Shot Object Detection
223. CVPR 2023Micron-BERT: BERT-Based Facial Micro-Expression Recognition
224. CVPR 2023Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation
225. CVPR 2023MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence
226. CVPR 2023MobileBrick: Building LEGO for 3D Reconstruction on Mobile Devices
227. CVPR 2023Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery
228. CVPR 2023Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer
229. CVPR 2023MotionTrack: Learning Robust Short-Term and Long-Term Motions for Multi-Object Tracking
230. CVPR 2023Movies2Scenes: Using Movie Metadata To Learn Scene Representation
231. CVPR 2023Multi-Sensor Large-Scale Dataset for Multi-View 3D Reconstruction
232. CVPR 2023Multiclass Confidence and Localization Calibration for Object Detection
233. CVPR 2023Multiscale Tensor Decomposition and Rendering Equation Encoding for View Synthesis
234. CVPR 2023Multispectral Video Semantic Segmentation: A Benchmark Dataset and Baseline
235. CVPR 2023Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation
236. CVPR 2023Music-Driven Group Choreography
237. CVPR 2023MV-JAR: Masked Voxel Jigsaw and Reconstruction for LiDAR-Based Self-Supervised Pre-Training
238. CVPR 2023MVImgNet: A Large-Scale Dataset of Multi-View Images
239. CVPR 2023NeUDF: Leaning Neural Unsigned Distance Fields With Volume Rendering
240. CVPR 2023Neural Congealing: Aligning Images to a Joint Semantic Atlas
241. CVPR 2023Neural Kernel Surface Reconstruction
242. CVPR 2023Neural Part Priors: Learning To Optimize Part-Based Object Completion in RGB-D Scans
243. CVPR 2023Neural Scene Chronology
244. CVPR 2023Neural Vector Fields: Implicit Representation by Explicit Learning
245. CVPR 2023NewsNet: A Novel Dataset for Hierarchical Temporal Segmentation
246. CVPR 2023Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior
247. CVPR 2023NIKI: Neural Inverse Kinematics With Invertible Neural Networks for 3D Human Pose and Shape Estimation
248. CVPR 2023No One Left Behind: Improving the Worst Categories in Long-Tailed Learning
249. CVPR 2023Noisy Correspondence Learning With Meta Similarity Correction
250. CVPR 2023Objaverse: A Universe of Annotated 3D Objects

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.