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 76 of 118

3751. CVPR 2024Learning to Remove Wrinkled Transparent Film with Polarized Prior
3752. CVPR 2024Learning to Segment Referred Objects from Narrated Egocentric Videos
3753. CVPR 2024LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising
3754. CVPR 2024Leveraging Camera Triplets for Efficient and Accurate Structure-from-Motion
3755. CVPR 2024LiDAR-Net: A Real-scanned 3D Point Cloud Dataset for Indoor Scenes
3756. CVPR 2024LiveHPS: LiDAR-based Scene-level Human Pose and Shape Estimation in Free Environment
3757. CVPR 2024Localization Is All You Evaluate: Data Leakage in Online Mapping Datasets and How to Fix It
3758. CVPR 2024Long-Tail Class Incremental Learning via Independent Sub-prototype Construction
3759. CVPR 2024Loopy-SLAM: Dense Neural SLAM with Loop Closures
3760. CVPR 2024Loose Inertial Poser: Motion Capture with IMU-attached Loose-Wear Jacket
3761. CVPR 2024LoS: Local Structure-Guided Stereo Matching
3762. CVPR 2024LPSNet: End-to-End Human Pose and Shape Estimation with Lensless Imaging
3763. CVPR 2024LSK3DNet: Towards Effective and Efficient 3D Perception with Large Sparse Kernels
3764. CVPR 2024LUWA Dataset: Learning Lithic Use-Wear Analysis on Microscopic Images
3765. CVPR 2024M3-UDA: A New Benchmark for Unsupervised Domain Adaptive Fetal Cardiac Structure Detection
3766. CVPR 2024MAGICK: A Large-scale Captioned Dataset from Matting Generated Images using Chroma Keying
3767. CVPR 2024MANUS: Markerless Grasp Capture using Articulated 3D Gaussians
3768. CVPR 2024MART: Masked Affective RepresenTation Learning via Masked Temporal Distribution Distillation
3769. CVPR 2024Masked and Shuffled Blind Spot Denoising for Real-World Images
3770. CVPR 2024Matching Anything by Segmenting Anything
3771. CVPR 2024MatSynth: A Modern PBR Materials Dataset
3772. CVPR 2024MCD: Diverse Large-Scale Multi-Campus Dataset for Robot Perception
3773. CVPR 2024MCNet: Rethinking the Core Ingredients for Accurate and Efficient Homography Estimation
3774. CVPR 2024MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
3775. CVPR 2024MemFlow: Optical Flow Estimation and Prediction with Memory
3776. CVPR 2024Meta-Point Learning and Refining for Category-Agnostic Pose Estimation
3777. CVPR 2024MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model
3778. CVPR 2024Mip-Splatting: Alias-free 3D Gaussian Splatting
3779. CVPR 2024Mitigating Noisy Correspondence by Geometrical Structure Consistency Learning
3780. CVPR 2024MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI
3781. CVPR 2024MMSum: A Dataset for Multimodal Summarization and Thumbnail Generation of Videos
3782. CVPR 2024MMVP: A Multimodal MoCap Dataset with Vision and Pressure Sensors
3783. CVPR 2024MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
3784. CVPR 2024Modeling Multimodal Social Interactions: New Challenges and Baselines with Densely Aligned Representations
3785. CVPR 2024MonoDiff: Monocular 3D Object Detection and Pose Estimation with Diffusion Models
3786. CVPR 2024MoST: Motion Style Transformer Between Diverse Action Contents
3787. CVPR 2024Motion Diversification Networks
3788. CVPR 2024MRC-Net: 6-DoF Pose Estimation with MultiScale Residual Correlation
3789. CVPR 2024MS-MANO: Enabling Hand Pose Tracking with Biomechanical Constraints
3790. CVPR 2024MSU-4S - The Michigan State University Four Seasons Dataset
3791. CVPR 2024Mudslide: A Universal Nuclear Instance Segmentation Method
3792. CVPR 2024MULAN: A Multi Layer Annotated Dataset for Controllable Text-to-Image Generation
3793. CVPR 2024Multiagent Multitraversal Multimodal Self-Driving: Open MARS Dataset
3794. CVPR 2024Multiway Point Cloud Mosaicking with Diffusion and Global Optimization
3795. CVPR 2024MVHumanNet: A Large-scale Dataset of Multi-view Daily Dressing Human Captures
3796. CVPR 2024Narrative Action Evaluation with Prompt-Guided Multimodal Interaction
3797. CVPR 2024Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse
3798. CVPR 2024NC-SDF: Enhancing Indoor Scene Reconstruction Using Neural SDFs with View-Dependent Normal Compensation
3799. CVPR 2024NEAT: Distilling 3D Wireframes from Neural Attraction Fields
3800. CVPR 2024NeRF Director: Revisiting View Selection in Neural Volume Rendering

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.