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 16 of 31

751. CVPR 2025Towards Long-Horizon Vision-Language Navigation: Platform, Benchmark and Method
752. CVPR 2025Towards Natural Language-Based Document Image Retrieval: New Dataset and Benchmark
753. CVPR 2025Towards Satellite Image Road Graph Extraction: A Global-Scale Dataset and A Novel Method
754. CVPR 2025Towards Source-Free Machine Unlearning
755. CVPR 2025Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory
756. CVPR 2025Towards Universal Dataset Distillation via Task-Driven Diffusion
757. CVPR 2025Towards Zero-Shot Anomaly Detection and Reasoning with Multimodal Large Language Models
758. CVPR 2025Tracktention: Leveraging Point Tracking to Attend Videos Faster and Better
759. CVPR 2025Twinner: Shining Light on Digital Twins in a Few Snaps
760. CVPR 2025Two is Better than One: Efficient Ensemble Defense for Robust and Compact Models
761. CVPR 2025UA-Pose: Uncertainty-Aware 6D Object Pose Estimation and Online Object Completion with Partial References
762. CVPR 2025UCM-VeID V2: A Richer Dataset and A Pre-training Method for UAV Cross-Modality Vehicle Re-Identification
763. CVPR 2025UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Units
764. CVPR 2025Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks
765. CVPR 2025UnCommon Objects in 3D
766. CVPR 2025Uni-Renderer: Unifying Rendering and Inverse Rendering Via Dual Stream Diffusion
767. CVPR 2025Unified Reconstruction of Static and Dynamic Scenes from Events
768. CVPR 2025UniHOPE: A Unified Approach for Hand-Only and Hand-Object Pose Estimation
769. CVPR 2025UniK3D: Universal Camera Monocular 3D Estimation
770. CVPR 2025UniSTD: Towards Unified Spatio-Temporal Learning across Diverse Disciplines
771. CVPR 2025Unleashing the Potential of Consistency Learning for Detecting and Grounding Multi-Modal Media Manipulation
772. CVPR 2025Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization
773. CVPR 2025Unveiling the Ignorance of MLLMs: Seeing Clearly, Answering Incorrectly
774. CVPR 2025UPME: An Unsupervised Peer Review Framework for Multimodal Large Language Model Evaluation
775. CVPR 2025V^2Dial: Unification of Video and Visual Dialog via Multimodal Experts
776. CVPR 2025V2V3D: View-to-View Denoised 3D Reconstruction for Light Field Microscopy
777. CVPR 2025ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation
778. CVPR 2025Vid2Avatar-Pro: Authentic Avatar from Videos in the Wild via Universal Prior
779. CVPR 2025VidComposition: Can MLLMs Analyze Compositions in Compiled Videos?
780. CVPR 2025VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection
781. CVPR 2025VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation
782. CVPR 2025VolFormer: Explore More Comprehensive Cube Interaction for Hyperspectral Image Restoration and Beyond
783. CVPR 2025Volume Tells: Dual Cycle-Consistent Diffusion for 3D Fluorescence Microscopy De-noising and Super-Resolution
784. CVPR 2025VSNet: Focusing on the Linguistic Characteristics of Sign Language
785. CVPR 2025VTON 360: High-Fidelity Virtual Try-On from Any Viewing Direction
786. CVPR 2025Wavelet and Prototype Augmented Query-based Transformer for Pixel-level Surface Defect Detection
787. CVPR 2025What Makes a Good Dataset for Knowledge Distillation?
788. CVPR 2025Where the Devil Hides: Deepfake Detectors Can No Longer Be Trusted
789. CVPR 2025WildAvatar: Learning In-the-wild 3D Avatars from the Web
790. CVPR 2025WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild
791. CVPR 2025XLRS-Bench: Could Your Multimodal LLMs Understand Extremely Large Ultra-High-Resolution Remote Sensing Imagery?
792. CVPR 2024360+x: A Panoptic Multi-modal Scene Understanding Dataset
793. CVPR 2024360Loc: A Dataset and Benchmark for Omnidirectional Visual Localization with Cross-device Queries
794. CVPR 20243D Feature Tracking via Event Camera
795. CVPR 20243DSFLabelling: Boosting 3D Scene Flow Estimation by Pseudo Auto-labelling
796. CVPR 20244D-DRESS: A 4D Dataset of Real-World Human Clothing With Semantic Annotations
797. CVPR 2024A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
798. CVPR 2024A Noisy Elephant in the Room: Is Your Out-of-Distribution Detector Robust to Label Noise?
799. CVPR 2024A Simple and Effective Point-based Network for Event Camera 6-DOFs Pose Relocalization
800. CVPR 2024A Simple Baseline for Efficient Hand Mesh 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.