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 42 of 118

2051. CVPR 2025Deep Change Monitoring: A Hyperbolic Representative Learning Framework and a Dataset for Long-term Fine-grained Tree Change Detection
2052. CVPR 2025DELT: A Simple Diversity-driven EarlyLate Training for Dataset Distillation
2053. CVPR 2025Denoising Functional Maps: Diffusion Models for Shape Correspondence
2054. CVPR 2025Depth Any Camera: Zero-Shot Metric Depth Estimation from Any Camera
2055. CVPR 2025Detecting Adversarial Data Using Perturbation Forgery
2056. CVPR 2025DexGrasp Anything: Towards Universal Robotic Dexterous Grasping with Physics Awareness
2057. CVPR 2025DiffCAM: Data-Driven Saliency Maps by Capturing Feature Differences
2058. CVPR 2025DiffusionSfM: Predicting Structure and Motion via Ray Origin and Endpoint Diffusion
2059. CVPR 2025Digital Twin Catalog: A Large-Scale Photorealistic 3D Object Digital Twin Dataset
2060. CVPR 2025Discrete to Continuous: Generating Smooth Transition Poses from Sign Language Observations
2061. CVPR 2025Distilling Long-tailed Datasets
2062. CVPR 2025Do ImageNet-trained Models Learn Shortcuts? The Impact of Frequency Shortcuts on Generalization
2063. CVPR 2025Do Your Best and Get Enough Rest for Continual Learning
2064. CVPR 2025DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning
2065. CVPR 2025DOF-GS: Adjustable Depth-of-Field 3D Gaussian Splatting for Post-Capture Refocusing, Defocus Rendering and Blur Removal
2066. CVPR 2025Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data
2067. CVPR 2025DORNet: A Degradation Oriented and Regularized Network for Blind Depth Super-Resolution
2068. CVPR 2025DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework
2069. CVPR 2025Dragin3D: Image Editing by Dragging in 3D Space
2070. CVPR 2025DropoutGS: Dropping Out Gaussians for Better Sparse-view Rendering
2071. CVPR 2025Dual-view X-ray Detection: Can AI Detect Prohibited Items from Dual-view X-ray Images like Humans?
2072. CVPR 2025Dynamic Neural Surfaces for Elastic 4D Shape Representation and Analysis
2073. CVPR 2025EasyCraft: A Robust and Efficient Framework for Automatic Avatar Crafting
2074. CVPR 2025EBS-EKF: Accurate and High Frequency Event-based Star Tracking
2075. CVPR 2025EchoONE: Segmenting Multiple Echocardiography Planes in One Model
2076. CVPR 2025Edge-SD-SR: Low Latency and Parameter Efficient On-device Super-Resolution with Stable Diffusion via Bidirectional Conditioning
2077. CVPR 2025EgoLife: Towards Egocentric Life Assistant
2078. CVPR 2025EgoPressure: A Dataset for Hand Pressure and Pose Estimation in Egocentric Vision
2079. CVPR 2025Electromyography-Informed Facial Expression Reconstruction for Physiological-Based Synthesis and Analysis
2080. CVPR 2025EMOE: Modality-Specific Enhanced Dynamic Emotion Experts
2081. CVPR 2025EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions
2082. CVPR 2025Emphasizing Discriminative Features for Dataset Distillation in Complex Scenarios
2083. CVPR 2025Empowering Large Language Models with 3D Situation Awareness
2084. CVPR 2025Empowering LLMs to Understand and Generate Complex Vector Graphics
2085. CVPR 2025Enhancing 3D Gaze Estimation in the Wild using Weak Supervision with Gaze Following Labels
2086. CVPR 2025Enhancing Dataset Distillation via Non-Critical Region Refinement
2087. CVPR 2025Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization
2088. CVPR 2025EntropyMark: Towards More Harmless Backdoor Watermark via Entropy-based Constraint for Open-source Dataset Copyright Protection
2089. CVPR 2025ERUPT: Efficient Rendering with Unposed Patch Transformer
2090. CVPR 2025ETAP: Event-based Tracking of Any Point
2091. CVPR 2025Ev-3DOD: Pushing the Temporal Boundaries of 3D Object Detection with Event Cameras
2092. CVPR 2025Extreme Rotation Estimation in the Wild
2093. CVPR 2025F-LMM: Grounding Frozen Large Multimodal Models
2094. CVPR 2025FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs
2095. CVPR 2025Fast and Accurate Gigapixel Pathological Image Classification with Hierarchical Distillation Multi-Instance Learning
2096. CVPR 2025FlashGS: Efficient 3D Gaussian Splatting for Large-scale and High-resolution Rendering
2097. CVPR 2025Florence-VL: Enhancing Vision-Language Models with Generative Vision Encoder and Depth-Breadth Fusion
2098. CVPR 2025Flow-NeRF: Joint Learning of Geometry, Poses, and Dense Flow within Unified Neural Representations
2099. CVPR 2025Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution
2100. CVPR 2025FoundationStereo: Zero-Shot Stereo Matching

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.