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 27 of 31

1301. CVPR 2023GLeaD: Improving GANs With a Generator-Leading Task
1302. CVPR 2023Global and Local Mixture Consistency Cumulative Learning for Long-Tailed Visual Recognitions
1303. CVPR 2023Grad-PU: Arbitrary-Scale Point Cloud Upsampling via Gradient Descent With Learned Distance Functions
1304. CVPR 2023GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency
1305. CVPR 2023Gradient Norm Aware Minimization Seeks First-Order Flatness and Improves Generalization
1306. CVPR 2023GRES: Generalized Referring Expression Segmentation
1307. CVPR 2023Habitat-Matterport 3D Semantics Dataset
1308. CVPR 2023Ham2Pose: Animating Sign Language Notation Into Pose Sequences
1309. CVPR 2023HandNeRF: Neural Radiance Fields for Animatable Interacting Hands
1310. CVPR 2023HandsOff: Labeled Dataset Generation With No Additional Human Annotations
1311. CVPR 2023Handy: Towards a High Fidelity 3D Hand Shape and Appearance Model
1312. CVPR 2023HDR Imaging With Spatially Varying Signal-to-Noise Ratios
1313. CVPR 2023Heterogeneous Continual Learning
1314. CVPR 2023HGNet: Learning Hierarchical Geometry From Points, Edges, and Surfaces
1315. CVPR 2023HIER: Metric Learning Beyond Class Labels via Hierarchical Regularization
1316. CVPR 2023Hierarchical Fine-Grained Image Forgery Detection and Localization
1317. CVPR 2023Hierarchical Temporal Transformer for 3D Hand Pose Estimation and Action Recognition From Egocentric RGB Videos
1318. CVPR 2023HOLODIFFUSION: Training a 3D Diffusion Model Using 2D Images
1319. CVPR 2023How To Prevent the Continuous Damage of Noises To Model Training?
1320. CVPR 2023How You Feelin'? Learning Emotions and Mental States in Movie Scenes
1321. CVPR 2023Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-Shot Learning With Hyperspherical Embeddings
1322. CVPR 2023Human Body Shape Completion With Implicit Shape and Flow Learning
1323. CVPR 2023Human-Art: A Versatile Human-Centric Dataset Bridging Natural and Artificial Scenes
1324. CVPR 2023HuManiFlow: Ancestor-Conditioned Normalising Flows on SO(3) Manifolds for Human Pose and Shape Distribution Estimation
1325. CVPR 2023IMP: Iterative Matching and Pose Estimation With Adaptive Pooling
1326. CVPR 2023Improved Distribution Matching for Dataset Condensation
1327. CVPR 2023Improving Zero-Shot Generalization and Robustness of Multi-Modal Models
1328. CVPR 2023Indiscernible Object Counting in Underwater Scenes
1329. CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
1330. CVPR 2023Integral Neural Networks
1331. CVPR 2023Inverse Rendering of Translucent Objects Using Physical and Neural Renderers
1332. CVPR 2023Invertible Neural Skinning
1333. CVPR 2023Inverting the Imaging Process by Learning an Implicit Camera Model
1334. CVPR 2023Jedi: Entropy-Based Localization and Removal of Adversarial Patches
1335. CVPR 2023Joint Appearance and Motion Learning for Efficient Rolling Shutter Correction
1336. CVPR 2023Joint HDR Denoising and Fusion: A Real-World Mobile HDR Image Dataset
1337. CVPR 2023JRDB-Pose: A Large-Scale Dataset for Multi-Person Pose Estimation and Tracking
1338. CVPR 2023L-CoIns: Language-Based Colorization With Instance Awareness
1339. CVPR 2023Label Information Bottleneck for Label Enhancement
1340. CVPR 2023Learning a 3D Morphable Face Reflectance Model From Low-Cost Data
1341. CVPR 2023Learning a Practical SDR-to-HDRTV Up-Conversion Using New Dataset and Degradation Models
1342. CVPR 2023Learning Accurate 3D Shape Based on Stereo Polarimetric Imaging
1343. CVPR 2023Learning Action Changes by Measuring Verb-Adverb Textual Relationships
1344. CVPR 2023Learning and Aggregating Lane Graphs for Urban Automated Driving
1345. CVPR 2023Learning Attribute and Class-Specific Representation Duet for Fine-Grained Fashion Analysis
1346. CVPR 2023Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares
1347. CVPR 2023Learning Debiased Representations via Conditional Attribute Interpolation
1348. CVPR 2023Learning Emotion Representations From Verbal and Nonverbal Communication
1349. CVPR 2023Learning Geometry-Aware Representations by Sketching
1350. CVPR 2023Learning Locally Editable Virtual Humans

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.