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 26 of 31

1251. CVPR 2023DiffusioNeRF: Regularizing Neural Radiance Fields With Denoising Diffusion Models
1252. CVPR 2023Directional Connectivity-Based Segmentation of Medical Images
1253. CVPR 2023DISC: Learning From Noisy Labels via Dynamic Instance-Specific Selection and Correction
1254. CVPR 2023Discriminative Co-Saliency and Background Mining Transformer for Co-Salient Object Detection
1255. CVPR 2023DistractFlow: Improving Optical Flow Estimation via Realistic Distractions and Pseudo-Labeling
1256. CVPR 2023DivClust: Controlling Diversity in Deep Clustering
1257. CVPR 2023Don't Lie to Me! Robust and Efficient Explainability With Verified Perturbation Analysis
1258. CVPR 2023DoNet: Deep De-Overlapping Network for Cytology Instance Segmentation
1259. CVPR 2023DR2: Diffusion-Based Robust Degradation Remover for Blind Face Restoration
1260. CVPR 2023DyLiN: Making Light Field Networks Dynamic
1261. CVPR 2023DynaFed: Tackling Client Data Heterogeneity With Global Dynamics
1262. CVPR 2023DynamicStereo: Consistent Dynamic Depth From Stereo Videos
1263. CVPR 2023ECON: Explicit Clothed Humans Optimized via Normal Integration
1264. CVPR 2023Effective Ambiguity Attack Against Passport-Based DNN Intellectual Property Protection Schemes Through Fully Connected Layer Substitution
1265. CVPR 2023Efficient Map Sparsification Based on 2D and 3D Discretized Grids
1266. CVPR 2023Ego-Body Pose Estimation via Ego-Head Pose Estimation
1267. CVPR 2023Egocentric Auditory Attention Localization in Conversations
1268. CVPR 2023EMT-NAS:Transferring Architectural Knowledge Between Tasks From Different Datasets
1269. CVPR 2023Equiangular Basis Vectors
1270. CVPR 2023Evading DeepFake Detectors via Adversarial Statistical Consistency
1271. CVPR 2023Event-Based Blurry Frame Interpolation Under Blind Exposure
1272. CVPR 2023Event-Based Frame Interpolation With Ad-Hoc Deblurring
1273. CVPR 2023Event-Based Shape From Polarization
1274. CVPR 2023Event-Guided Person Re-Identification via Sparse-Dense Complementary Learning
1275. CVPR 2023EXCALIBUR: Encouraging and Evaluating Embodied Exploration
1276. CVPR 2023Exploring and Utilizing Pattern Imbalance
1277. CVPR 2023Exploring the Relationship Between Architectural Design and Adversarially Robust Generalization
1278. CVPR 2023Extracting Class Activation Maps From Non-Discriminative Features As Well
1279. CVPR 2023F2-NeRF: Fast Neural Radiance Field Training With Free Camera Trajectories
1280. CVPR 2023FaceLit: Neural 3D Relightable Faces
1281. CVPR 2023Fair Scratch Tickets: Finding Fair Sparse Networks Without Weight Training
1282. CVPR 2023Fantastic Breaks: A Dataset of Paired 3D Scans of Real-World Broken Objects and Their Complete Counterparts
1283. CVPR 2023FashionSAP: Symbols and Attributes Prompt for Fine-Grained Fashion Vision-Language Pre-Training
1284. CVPR 2023FFCV: Accelerating Training by Removing Data Bottlenecks
1285. CVPR 2023FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction
1286. CVPR 2023FLAG3D: A 3D Fitness Activity Dataset With Language Instruction
1287. CVPR 2023Flexible-Cm GAN: Towards Precise 3D Dose Prediction in Radiotherapy
1288. CVPR 2023FlexNeRF: Photorealistic Free-Viewpoint Rendering of Moving Humans From Sparse Views
1289. CVPR 2023Frame Flexible Network
1290. CVPR 2023Frame Interpolation Transformer and Uncertainty Guidance
1291. CVPR 2023Frame-Event Alignment and Fusion Network for High Frame Rate Tracking
1292. CVPR 2023From Node Interaction To Hop Interaction: New Effective and Scalable Graph Learning Paradigm
1293. CVPR 2023GarmentTracking: Category-Level Garment Pose Tracking
1294. CVPR 2023Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement
1295. CVPR 2023Gated Stereo: Joint Depth Estimation From Gated and Wide-Baseline Active Stereo Cues
1296. CVPR 2023Generalized Decoding for Pixel, Image, and Language
1297. CVPR 2023Generalizing Dataset Distillation via Deep Generative Prior
1298. CVPR 2023Genie: Show Me the Data for Quantization
1299. CVPR 2023GFIE: A Dataset and Baseline for Gaze-Following From 2D to 3D in Indoor Environments
1300. CVPR 2023GINA-3D: Learning To Generate Implicit Neural Assets in the Wild

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.