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

1,537 papers, page 25 of 31

1201. CVPR 2023Camouflaged Instance Segmentation via Explicit De-Camouflaging
1202. CVPR 2023CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss
1203. CVPR 2023CARTO: Category and Joint Agnostic Reconstruction of ARTiculated Objects
1204. CVPR 2023CCuantuMM: Cycle-Consistent Quantum-Hybrid Matching of Multiple Shapes
1205. CVPR 2023CelebV-Text: A Large-Scale Facial Text-Video Dataset
1206. CVPR 2023CFA: Class-Wise Calibrated Fair Adversarial Training
1207. CVPR 2023CHMATCH: Contrastive Hierarchical Matching and Robust Adaptive Threshold Boosted Semi-Supervised Learning
1208. CVPR 2023CIMI4D: A Large Multimodal Climbing Motion Dataset Under Human-Scene Interactions
1209. CVPR 2023CIRCLE: Capture in Rich Contextual Environments
1210. CVPR 2023Class Adaptive Network Calibration
1211. CVPR 2023Class Prototypes Based Contrastive Learning for Classifying Multi-Label and Fine-Grained Educational Videos
1212. CVPR 2023Class-Balancing Diffusion Models
1213. CVPR 2023CLOTH4D: A Dataset for Clothed Human Reconstruction
1214. CVPR 2023CNVid-3.5M: Build, Filter, and Pre-Train the Large-Scale Public Chinese Video-Text Dataset
1215. CVPR 2023Co-SLAM: Joint Coordinate and Sparse Parametric Encodings for Neural Real-Time SLAM
1216. CVPR 2023CoMFormer: Continual Learning in Semantic and Panoptic Segmentation
1217. CVPR 2023Common Pets in 3D: Dynamic New-View Synthesis of Real-Life Deformable Categories
1218. CVPR 2023Computationally Budgeted Continual Learning: What Does Matter?
1219. CVPR 2023Connecting the Dots: Floorplan Reconstruction Using Two-Level Queries
1220. CVPR 2023Connecting Vision and Language With Video Localized Narratives
1221. CVPR 2023Continuous Sign Language Recognition With Correlation Network
1222. CVPR 2023ConvNeXt V2: Co-Designing and Scaling ConvNets With Masked Autoencoders
1223. CVPR 2023Correspondence Transformers With Asymmetric Feature Learning and Matching Flow Super-Resolution
1224. CVPR 2023CoWs on Pasture: Baselines and Benchmarks for Language-Driven Zero-Shot Object Navigation
1225. CVPR 2023CR-FIQA: Face Image Quality Assessment by Learning Sample Relative Classifiability
1226. CVPR 2023Cross-GAN Auditing: Unsupervised Identification of Attribute Level Similarities and Differences Between Pretrained Generative Models
1227. CVPR 2023CUDA: Convolution-Based Unlearnable Datasets
1228. CVPR 2023CUF: Continuous Upsampling Filters
1229. CVPR 2023DART: Diversify-Aggregate-Repeat Training Improves Generalization of Neural Networks
1230. CVPR 2023DBARF: Deep Bundle-Adjusting Generalizable Neural Radiance Fields
1231. CVPR 2023DC2: Dual-Camera Defocus Control by Learning To Refocus
1232. CVPR 2023DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking
1233. CVPR 2023Decompose More and Aggregate Better: Two Closer Looks at Frequency Representation Learning for Human Motion Prediction
1234. CVPR 2023Decoupling Human and Camera Motion From Videos in the Wild
1235. CVPR 2023Decoupling-and-Aggregating for Image Exposure Correction
1236. CVPR 2023Deep Deterministic Uncertainty: A New Simple Baseline
1237. CVPR 2023Deep Factorized Metric Learning
1238. CVPR 2023Deep Fair Clustering via Maximizing and Minimizing Mutual Information: Theory, Algorithm and Metric
1239. CVPR 2023Deep Hashing With Minimal-Distance-Separated Hash Centers
1240. CVPR 2023Deep Incomplete Multi-View Clustering With Cross-View Partial Sample and Prototype Alignment
1241. CVPR 2023DeepLSD: Line Segment Detection and Refinement With Deep Image Gradients
1242. CVPR 2023DeGPR: Deep Guided Posterior Regularization for Multi-Class Cell Detection and Counting
1243. CVPR 2023Delivering Arbitrary-Modal Semantic Segmentation
1244. CVPR 2023Detecting and Grounding Multi-Modal Media Manipulation
1245. CVPR 2023Detection Hub: Unifying Object Detection Datasets via Query Adaptation on Language Embedding
1246. CVPR 2023Detection of Out-of-Distribution Samples Using Binary Neuron Activation Patterns
1247. CVPR 2023DF-Platter: Multi-Face Heterogeneous Deepfake Dataset
1248. CVPR 2023Differentiable Architecture Search With Random Features
1249. CVPR 2023DiffPose: Toward More Reliable 3D Pose Estimation
1250. CVPR 2023Diffusion Art or Digital Forgery? Investigating Data Replication in Diffusion Models

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.