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

364 papers, page 6 of 8

251. CVPR 2024OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning
252. CVPR 2024OrthCaps: An Orthogonal CapsNet with Sparse Attention Routing and Pruning
253. CVPR 2024PairDETR : Joint Detection and Association of Human Bodies and Faces
254. CVPR 2024PaReNeRF: Toward Fast Large-scale Dynamic NeRF with Patch-based Reference
255. CVPR 2024Part-aware Unified Representation of Language and Skeleton for Zero-shot Action Recognition
256. CVPR 2024Partial-to-Partial Shape Matching with Geometric Consistency
257. CVPR 2024PBWR: Parametric-Building-Wireframe Reconstruction from Aerial LiDAR Point Clouds
258. CVPR 2024PeerAiD: Improving Adversarial Distillation from a Specialized Peer Tutor
259. CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
260. CVPR 2024Pixel-level Semantic Correspondence through Layout-aware Representation Learning and Multi-scale Matching Integration
261. CVPR 2024PLGSLAM: Progressive Neural Scene Represenation with Local to Global Bundle Adjustment
262. CVPR 2024Plug and Play Active Learning for Object Detection
263. CVPR 2024Plug-and-Play Diffusion Distillation
264. CVPR 2024Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds
265. CVPR 2024Pose Adapted Shape Learning for Large-Pose Face Reenactment
266. CVPR 2024PredToken: Predicting Unknown Tokens and Beyond with Coarse-to-Fine Iterative Decoding
267. CVPR 2024Previously on ... From Recaps to Story Summarization
268. CVPR 2024Probabilistic Speech-Driven 3D Facial Motion Synthesis: New Benchmarks Methods and Applications
269. CVPR 2024Probing Synergistic High-Order Interaction in Infrared and Visible Image Fusion
270. CVPR 2024Producing and Leveraging Online Map Uncertainty in Trajectory Prediction
271. CVPR 2024Progressive Divide-and-Conquer via Subsampling Decomposition for Accelerated MRI
272. CVPR 2024Pseudo Label Refinery for Unsupervised Domain Adaptation on Cross-dataset 3D Object Detection
273. CVPR 2024R-Cyclic Diffuser: Reductive and Cyclic Latent Diffusion for 3D Clothed Human Digitalization
274. CVPR 2024RankED: Addressing Imbalance and Uncertainty in Edge Detection Using Ranking-based Losses
275. CVPR 2024RAVE: Randomized Noise Shuffling for Fast and Consistent Video Editing with Diffusion Models
276. CVPR 2024RCooper: A Real-world Large-scale Dataset for Roadside Cooperative Perception
277. CVPR 2024Real-IAD: A Real-World Multi-View Dataset for Benchmarking Versatile Industrial Anomaly Detection
278. CVPR 2024Real-World Mobile Image Denoising Dataset with Efficient Baselines
279. CVPR 2024ReconFusion: 3D Reconstruction with Diffusion Priors
280. CVPR 2024Reconstructing Hands in 3D with Transformers
281. CVPR 2024Relation Rectification in Diffusion Model
282. CVPR 2024RELI11D: A Comprehensive Multimodal Human Motion Dataset and Method
283. CVPR 2024Relightful Harmonization: Lighting-aware Portrait Background Replacement
284. CVPR 2024RepAn: Enhanced Annealing through Re-parameterization
285. CVPR 2024RepKPU: Point Cloud Upsampling with Kernel Point Representation and Deformation
286. CVPR 2024Resurrecting Old Classes with New Data for Exemplar-Free Continual Learning
287. CVPR 2024Revisiting Adversarial Training at Scale
288. CVPR 2024Revisiting Adversarial Training Under Long-Tailed Distributions
289. CVPR 2024Revisiting Single Image Reflection Removal In the Wild
290. CVPR 2024RNb-NeuS: Reflectance and Normal-based Multi-View 3D Reconstruction
291. CVPR 2024Robust Depth Enhancement via Polarization Prompt Fusion Tuning
292. CVPR 2024Robust Noisy Correspondence Learning with Equivariant Similarity Consistency
293. CVPR 2024RobustSAM: Segment Anything Robustly on Degraded Images
294. CVPR 2024Rolling Shutter Correction with Intermediate Distortion Flow Estimation
295. CVPR 2024SAFDNet: A Simple and Effective Network for Fully Sparse 3D Object Detection
296. CVPR 2024Scalable 3D Registration via Truncated Entry-wise Absolute Residuals
297. CVPR 2024Scaled Decoupled Distillation
298. CVPR 2024ScanFormer: Referring Expression Comprehension by Iteratively Scanning
299. CVPR 2024SceneFun3D: Fine-Grained Functionality and Affordance Understanding in 3D Scenes
300. CVPR 2024SCULPT: Shape-Conditioned Unpaired Learning of Pose-dependent Clothed and Textured Human Meshes

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.