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

454 papers, page 6 of 10

251. CVPR 2026MooCap A Multi-View Benchmark for Cow-Object-Human Interaction and Behavior Dynamics
252. CVPR 2026MoRe Motion-aware Feed-forward 4D Reconstruction Transformer
253. CVPR 2026MORE-STEM Long-Short MemOry REcall and Spatio-TEmporal Consistency Model for Query-Driven
254. CVPR 2026MOSAIC-GS Monocular Scene Reconstruction via Advanced Initialization for Complex Dynamic
255. CVPR 2026MotionCrafter Dense Geometry and Motion Reconstruction with a 4D VAE
256. CVPR 2026MotionEdit Benchmarking and Learning Motion-Centric Image Editing
257. CVPR 2026MotionScale Reconstructing Appearance Geometry and Motion of Dynamic Scenes with
258. CVPR 2026MRI Contrast Enhancement Kinetics World Model
259. CVPR 2026Multimodal Distribution Matching for Vision-Language Dataset Distillation
260. CVPR 2026MV-Fashion Towards Enabling Virtual Try-On and Size Estimation with Multi-View
261. CVPR 2026MVInverse Feed-forward Multiview Inverse Rendering in Seconds
262. CVPR 2026MVLM Template-Free Tracking via Vision-Language Margin Confidence and Memory-Gated Tracking
263. CVPR 2026NeighborMAE Exploiting Spatial Dependencies between Neighboring Earth Observation Images in
264. CVPR 2026Neu-PiG Neural Preconditioned Grids for Fast Dynamic Surface Reconstruction on
265. CVPR 2026Object-WIPER Training-Free Object and Associated Effect Removal in Videos
266. CVPR 2026OctoNav Towards Generalist Embodied Navigation
267. CVPR 2026OLATverse A Large-scale Real-world Object Dataset with Precise Lighting Control
268. CVPR 2026Olbedo An Albedo and Shading Aerial Dataset for Large-Scale Outdoor
269. CVPR 2026OMG-Bench A New Challenging Benchmark for Skeleton-based Online Micro Hand
270. CVPR 2026Omni-AD A Large-scale and Versatile Benchmark for Industrial Anomaly Detection
271. CVPR 2026Omni-Supervised Motion Editing Balancing Change and Invariance through Positive-Negative Learning
272. CVPR 2026OmniVTG A Large-Scale Dataset and Training Paradigm for Open-World Video
273. CVPR 2026OmniZip Learning a Unified and Lightweight Lossless Compressor for Multi-Modal
274. CVPR 2026OMoBlur An Object Motion Blur Dataset and Benchmark for Real-World
275. CVPR 2026Open the Motion Door Atomic Motion Decomposition and Recomposition for
276. CVPR 2026Optical Diffraction-based Convolution for Semiconductor Lithography
277. CVPR 2026OralGPT-Omni A Versatile Dental Multimodal Large Language Model
278. CVPR 2026OraPO Oracle-educated Reinforcement Learning for Data-efficient and Factual Radiology Report
279. CVPR 2026OS-Fed One Snapshot Is All You Need
280. CVPR 2026OS-Oracle A Comprehensive Framework for Cross-Platform GUI Critic Models
281. CVPR 2026oslash Source Models Leak What They Shouldnt nrightarrow Unlearning Zero-Shot
282. CVPR 2026Outlier-Robust Diffusion Solvers for Inverse Problems
283. CVPR 2026PanoVGGT Feed-Forward 3D Reconstruction from Panoramic Imagery
284. CVPR 2026PaQ-DETR Learning Pattern and Quality-Aware Dynamic Queries for Object Detection
285. CVPR 2026Particulate Feed-Forward 3D Object Articulation
286. CVPR 2026Perception Characteristics Distance Measuring Stability and Robustness of Perception System
287. CVPR 2026PhyCritic Multimodal Critic Models for Physical AI
288. CVPR 2026PhysInOne Visual Physics Learning and Reasoning in One Suite
289. CVPR 2026PiLoT Neural Pixel-to-3D Registration for UAV-based Ego and Target Geo-localization
290. CVPR 2026PinPoint Evaluation of Composed Image Retrieval with Explicit Negatives Multi-Image
291. CVPR 2026PlanaReLoc Camera Relocalization in 3D Planar Primitives via Region-Based Structure
292. CVPR 2026Plant Taxonomy Meets Plant Counting A Fine-Grained Taxonomic Dataset for
293. CVPR 2026PoInit-of-View Poisoning Initialization of Views Transfers Across Multiple 3D Reconstruction
294. CVPR 2026Point4Cast Streaming Dynamic Scene Reconstruction and Forecasting
295. CVPR 2026PointCSP Cross-Sample Semantic Propagation and Stability Preservation in Self-Supervised Point
296. CVPR 2026Pointer-CAD Unifying B-Rep and Command Sequences via Pointer-based Edges
297. CVPR 2026POLAR A Portrait OLAT Dataset and Generative Framework for Illumination-Aware
298. CVPR 2026Polarization State Tracing for Reflection Removal and Color-Consistent Reconstruction
299. CVPR 2026PoseD-Flow Versatile and Guided Flow Matching Model of Human Pose
300. CVPR 2026PositionIC Unified Position and Identity Consistency for Image Customization

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.