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 13 of 31

601. CVPR 2025Insightful Instance Features for 3D Instance Segmentation
602. CVPR 2025Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
603. CVPR 2025Is this Generated Person Existed in Real-world? Fine-grained Detecting and Calibrating Abnormal Human-body
604. CVPR 2025JTD-UAV: MLLM-Enhanced Joint Tracking and Description Framework for Anti-UAV Systems
605. CVPR 2025Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning
606. CVPR 2025Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Content
607. CVPR 2025KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception
608. CVPR 2025Learning Affine Correspondences by Integrating Geometric Constraints
609. CVPR 2025Learning from Neighbors: Category Extrapolation for Long-Tail Learning
610. CVPR 2025Learning to Normalize on the SPD Manifold under Bures-Wasserstein Geometry
611. CVPR 2025Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples
612. CVPR 2025Leveraging Global Stereo Consistency for Category-Level Shape and 6D Pose Estimation from Stereo Images
613. CVPR 2025LidarGait++: Learning Local Features and Size Awareness from LiDAR Point Clouds for 3D Gait Recognition
614. CVPR 2025Lifting Motion to the 3D World via 2D Diffusion
615. CVPR 2025LightLoc: Learning Outdoor LiDAR Localization at Light Speed
616. CVPR 2025LIRM: Large Inverse Rendering Model for Progressive Reconstruction of Shape, Materials and View-dependent Radiance Fields
617. CVPR 2025LiSu: A Dataset and Method for LiDAR Surface Normal Estimation
618. CVPR 2025LLaVA-Critic: Learning to Evaluate Multimodal Models
619. CVPR 2025Localizing Events in Videos with Multimodal Queries
620. CVPR 2025LoTUS: Large-Scale Machine Unlearning with a Taste of Uncertainty
621. CVPR 2025LP-Diff: Towards Improved Restoration of Real-World Degraded License Plate
622. CVPR 2025Lux Post Facto: Learning Portrait Performance Relighting with Conditional Video Diffusion and a Hybrid Dataset
623. CVPR 2025M3GYM: A Large-Scale Multimodal Multi-view Multi-person Pose Dataset for Fitness Activity Understanding in Real-world Settings
624. CVPR 2025MagicArticulate: Make Your 3D Models Articulation-Ready
625. CVPR 2025MambaVO: Deep Visual Odometry Based on Sequential Matching Refinement and Training Smoothing
626. CVPR 2025MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps
627. CVPR 2025MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
628. CVPR 2025MaSS13K: A Matting-level Semantic Segmentation Benchmark
629. CVPR 2025Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes
630. CVPR 2025MeshGen: Generating PBR Textured Mesh with Render-Enhanced Auto-Encoder and Generative Data Augmentation
631. CVPR 2025MFogHub: Bridging Multi-Regional and Multi-Satellite Data for Global Marine Fog Detection and Forecasting
632. CVPR 2025Mind the Trojan Horse: Image Prompt Adapter Enabling Scalable and Deceptive Jailbreaking
633. CVPR 2025MirrorVerse: Pushing Diffusion Models to Realistically Reflect the World
634. CVPR 2025MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments
635. CVPR 2025Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models
636. CVPR 2025Mono2Stereo: A Benchmark and Empirical Study for Stereo Conversion
637. CVPR 2025Mosaic3D: Foundation Dataset and Model for Open-Vocabulary 3D Segmentation
638. CVPR 2025MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models
639. CVPR 2025MotionPRO: Exploring the Role of Pressure in Human MoCap and Beyond
640. CVPR 2025Multi-Modal Contrastive Masked Autoencoders: A Two-Stage Progressive Pre-training Approach for RGBD Datasets
641. CVPR 2025MultimodalStudio: A Heterogeneous Sensor Dataset and Framework for Neural Rendering across Multiple Imaging Modalities
642. CVPR 2025MultiMorph: On-demand Atlas Construction
643. CVPR 2025MUST: The First Dataset and Unified Framework for Multispectral UAV Single Object Tracking
644. CVPR 2025NeISF++: Neural Incident Stokes Field for Polarized Inverse Rendering of Conductors and Dielectrics
645. CVPR 2025NeRFPrior: Learning Neural Radiance Field as a Prior for Indoor Scene Reconstruction
646. CVPR 2025nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark
647. CVPR 2025NSD-Imagery: A Benchmark Dataset for Extending fMRI Vision Decoding Methods to Mental Imagery
648. CVPR 2025Object Detection using Event Camera: A MoE Heat Conduction based Detector and A New Benchmark Dataset
649. CVPR 2025ODHSR: Online Dense 3D Reconstruction of Humans and Scenes from Monocular Videos
650. CVPR 2025OFER: Occluded Face Expression Reconstruction

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.