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 14 of 31

651. CVPR 2025OffsetOPT: Explicit Surface Reconstruction without Normals
652. CVPR 2025On the Out-Of-Distribution Generalization of Large Multimodal Models
653. CVPR 2025One-Step Event-Driven High-Speed Autofocus
654. CVPR 2025Online Video Understanding: OVBench and VideoChat-Online
655. CVPR 2025Open-Canopy: Towards Very High Resolution Forest Monitoring
656. CVPR 2025OpenHumanVid: A Large-Scale High-Quality Dataset for Enhancing Human-Centric Video Generation
657. CVPR 2025OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection
658. CVPR 2025OPTICAL: Leveraging Optimal Transport for Contribution Allocation in Dataset Distillation
659. CVPR 2025OpticalNet: An Optical Imaging Dataset and Benchmark Beyond the Diffraction Limit
660. CVPR 2025ORIDa: Object-centric Real-world Image Composition Dataset
661. CVPR 2025OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP
662. CVPR 2025PanDA: Towards Panoramic Depth Anything with Unlabeled Panoramas and Mobius Spatial Augmentation
663. CVPR 2025Perceptually Accurate 3D Talking Head Generation: New Definitions, Speech-Mesh Representation, and Evaluation Metrics
664. CVPR 2025PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset
665. CVPR 2025PIAD: Pose and Illumination agnostic Anomaly Detection
666. CVPR 2025PICO: Reconstructing 3D People In Contact with Objects
667. CVPR 2025Pixel-aligned RGB-NIR Stereo Imaging and Dataset for Robot Vision
668. CVPR 2025PlanarSplatting: Accurate Planar Surface Reconstruction in 3 Minutes
669. CVPR 2025PLeaS - Merging Models with Permutations and Least Squares
670. CVPR 2025PMNI: Pose-free Multi-view Normal Integration for Reflective and Textureless Surface Reconstruction
671. CVPR 2025PolarFree: Polarization-based Reflection-Free Imaging
672. CVPR 2025Polarized Color Screen Matting
673. CVPR 2025PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation
674. CVPR 2025Potential Field Based Deep Metric Learning
675. CVPR 2025Pow3R: Empowering Unconstrained 3D Reconstruction with Camera and Scene Priors
676. CVPR 2025Prior-free 3D Object Tracking
677. CVPR 2025Prosody-Enhanced Acoustic Pre-training and Acoustic-Disentangled Prosody Adapting for Movie Dubbing
678. CVPR 2025Q-Eval-100K: Evaluating Visual Quality and Alignment Level for Text-to-Vision Content
679. CVPR 2025Quad-Pixel Image Defocus Deblurring: A New Benchmark and Model
680. CVPR 2025QuCOOP: A Versatile Framework for Solving Composite and Binary-Parametrised Problems on Quantum Annealers
681. CVPR 2025RAEncoder: A Label-Free Reversible Adversarial Examples Encoder for Dataset Intellectual Property Protection
682. CVPR 2025RDD: Robust Feature Detector and Descriptor using Deformable Transformer
683. CVPR 2025Real-IAD D3: A Real-World 2D/Pseudo-3D/3D Dataset for Industrial Anomaly Detection
684. CVPR 2025RealEdit: Reddit Edits As a Large-scale Empirical Dataset for Image Transformations
685. CVPR 2025Reconstructing Animals and the Wild
686. CVPR 2025Reconstructing Humans with a Biomechanically Accurate Skeleton
687. CVPR 2025Reconstructing People, Places, and Cameras
688. CVPR 2025Rectification-specific Supervision and Constrained Estimator for Online Stereo Rectification
689. CVPR 2025Recurrent Feature Mining and Keypoint Mixup Padding for Category-Agnostic Pose Estimation
690. CVPR 2025RefPose: Leveraging Reference Geometric Correspondences for Accurate 6D Pose Estimation of Unseen Objects
691. CVPR 2025Reloc3r: Large-Scale Training of Relative Camera Pose Regression for Generalizable, Fast, and Accurate Visual Localization
692. CVPR 2025Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios
693. CVPR 2025Rethinking Correspondence-based Category-Level Object Pose Estimation
694. CVPR 2025Rethinking Personalized Aesthetics Assessment: Employing Physique Aesthetics Assessment as An Exemplification
695. CVPR 2025Rethinking Reconstruction and Denoising in the Dark: New Perspective, General Architecture and Beyond
696. CVPR 2025RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety
697. CVPR 2025RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives
698. CVPR 2025RoboSense: Large-scale Dataset and Benchmark for Egocentric Robot Perception and Navigation in Crowded and Unstructured Environments
699. CVPR 2025RSAR: Restricted State Angle Resolver and Rotated SAR Benchmark
700. CVPR 2025SAMBLE: Shape-Specific Point Cloud Sampling for an Optimal Trade-Off Between Local Detail and Global Uniformity

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.