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

5,852 papers, page 46 of 118

2251. CVPR 2025SimLTD: Simple Supervised and Semi-Supervised Long-Tailed Object Detection
2252. CVPR 2025Sketchtopia: A Dataset and Foundational Agents for Benchmarking Asynchronous Multimodal Communication with Iconic Feedback
2253. CVPR 2025SkillMimic: Learning Basketball Interaction Skills from Demonstrations
2254. CVPR 2025SmartEraser: Remove Anything from Images using Masked-Region Guidance
2255. CVPR 2025SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning
2256. CVPR 2025SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Models
2257. CVPR 2025SPARS3R: Semantic Prior Alignment and Regularization for Sparse 3D Reconstruction
2258. CVPR 2025Sparse Point Cloud Patches Rendering via Splitting 2D Gaussians
2259. CVPR 2025Speedy-Splat: Fast 3D Gaussian Splatting with Sparse Pixels and Sparse Primitives
2260. CVPR 2025Spiking Transformer with Spatial-Temporal Attention
2261. CVPR 2025Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving
2262. CVPR 2025Stabilizing and Accelerating Autofocus with Expert Trajectory Regularized Deep Reinforcement Learning
2263. CVPR 2025StarVector: Generating Scalable Vector Graphics Code from Images and Text
2264. CVPR 2025Stereo Anywhere: Robust Zero-Shot Deep Stereo Matching Even Where Either Stereo or Mono Fail
2265. CVPR 2025Stochastic Human Motion Prediction with Memory of Action Transition and Action Characteristic
2266. CVPR 2025STPro: Spatial and Temporal Progressive Learning for Weakly Supervised Spatio-Temporal Grounding
2267. CVPR 2025SUM Parts: Benchmarking Part-Level Semantic Segmentation of Urban Meshes
2268. CVPR 2025Synthetic-to-Real Self-supervised Robust Depth Estimation via Learning with Motion and Structure Priors
2269. CVPR 2025T-FAKE: Synthesizing Thermal Images for Facial Landmarking
2270. CVPR 2025TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions
2271. CVPR 2025Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting
2272. CVPR 2025Teaching Large Language Models to Regress Accurate Image Quality Scores Using Score Distribution
2273. CVPR 2025The Art of Deception: Color Visual Illusions and Diffusion Models
2274. CVPR 2025The PanAf-FGBG Dataset: Understanding the Impact of Backgrounds in Wildlife Behaviour Recognition
2275. CVPR 2025The Photographer's Eye: Teaching Multimodal Large Language Models to See, and Critique Like Photographers
2276. CVPR 2025Theoretical Insights in Model Inversion Robustness and Conditional Entropy Maximization for Collaborative Inference Systems
2277. CVPR 2025Three-view Focal Length Recovery From Homographies
2278. CVPR 2025Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption
2279. CVPR 2025Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients
2280. CVPR 2025Towards Explainable and Unprecedented Accuracy in Matching Challenging Finger Crease Patterns
2281. CVPR 2025Towards Generalizable Scene Change Detection
2282. CVPR 2025Towards Generalizable Trajectory Prediction using Dual-Level Representation Learning and Adaptive Prompting
2283. CVPR 2025Towards High-fidelity 3D Talking Avatar with Personalized Dynamic Texture
2284. CVPR 2025Towards Long-Horizon Vision-Language Navigation: Platform, Benchmark and Method
2285. CVPR 2025Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark
2286. CVPR 2025Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel Method
2287. CVPR 2025Towards Source-Free Machine Unlearning
2288. CVPR 2025Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory
2289. CVPR 2025Towards Universal Dataset Distillation via Task-Driven Diffusion
2290. CVPR 2025Towards Zero-Shot Anomaly Detection and Reasoning with Multimodal Large Language Models
2291. CVPR 2025Tracktention: Leveraging Point Tracking to Attend Videos Faster and Better
2292. CVPR 2025Twinner: Shining Light on Digital Twins in a Few Snaps
2293. CVPR 2025Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
2294. CVPR 2025UA-Pose: Uncertainty-Aware 6D Object Pose Estimation and Online Object Completion with Partial References
2295. CVPR 2025UCM-VeID V2: A Richer Dataset and A Pre-training Method for UAV Cross-Modality Vehicle Re-Identification
2296. CVPR 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Units
2297. CVPR 2025Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks
2298. CVPR 2025UnCommon Objects in 3D
2299. CVPR 2025Uni-Renderer: Unifying Rendering and Inverse Rendering Via Dual Stream Diffusion
2300. CVPR 2025Unified Reconstruction of Static and Dynamic Scenes from Events

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.