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 103 of 118

5101. CVPR 2023Learning a Practical SDR-to-HDRTV Up-Conversion Using New Dataset and Degradation Models
5102. CVPR 2023Learning Accurate 3D Shape Based on Stereo Polarimetric Imaging
5103. CVPR 2023Learning Action Changes by Measuring Verb-Adverb Textual Relationships
5104. CVPR 2023Learning and Aggregating Lane Graphs for Urban Automated Driving
5105. CVPR 2023Learning Attribute and Class-Specific Representation Duet for Fine-Grained Fashion Analysis
5106. CVPR 2023Learning Correspondence Uncertainty via Differentiable Nonlinear Least Squares
5107. CVPR 2023Learning Debiased Representations via Conditional Attribute Interpolation
5108. CVPR 2023Learning Emotion Representations From Verbal and Nonverbal Communication
5109. CVPR 2023Learning Geometry-Aware Representations by Sketching
5110. CVPR 2023Learning Locally Editable Virtual Humans
5111. CVPR 2023Learning Neural Parametric Head Models
5112. CVPR 2023Learning Neural Volumetric Representations of Dynamic Humans in Minutes
5113. CVPR 2023Learning the Distribution of Errors in Stereo Matching for Joint Disparity and Uncertainty Estimation
5114. CVPR 2023Learning To Fuse Monocular and Multi-View Cues for Multi-Frame Depth Estimation in Dynamic Scenes
5115. CVPR 2023Learning To Predict Scene-Level Implicit 3D From Posed RGBD Data
5116. CVPR 2023Learning To Render Novel Views From Wide-Baseline Stereo Pairs
5117. CVPR 2023Learning To Zoom and Unzoom
5118. CVPR 2023Learning Transferable Spatiotemporal Representations From Natural Script Knowledge
5119. CVPR 2023Learning Transformation-Predictive Representations for Detection and Description of Local Features
5120. CVPR 2023LEGO-Net: Learning Regular Rearrangements of Objects in Rooms
5121. CVPR 2023Less Is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation
5122. CVPR 2023LINe: Out-of-Distribution Detection by Leveraging Important Neurons
5123. CVPR 2023Logical Consistency and Greater Descriptive Power for Facial Hair Attribute Learning
5124. CVPR 2023LOGO: A Long-Form Video Dataset for Group Action Quality Assessment
5125. CVPR 2023Look, Radiate, and Learn: Self-Supervised Localisation via Radio-Visual Correspondence
5126. CVPR 2023M6Doc: A Large-Scale Multi-Format, Multi-Type, Multi-Layout, Multi-Language, Multi-Annotation Category Dataset for Modern Document Layout Analysis
5127. CVPR 2023MACARONS: Mapping and Coverage Anticipation With RGB Online Self-Supervision
5128. CVPR 2023MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery
5129. CVPR 2023MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding
5130. CVPR 2023Marching-Primitives: Shape Abstraction From Signed Distance Function
5131. CVPR 2023MarginMatch: Improving Semi-Supervised Learning with Pseudo-Margins
5132. CVPR 2023Mask DINO: Towards a Unified Transformer-Based Framework for Object Detection and Segmentation
5133. CVPR 2023Mask-Guided Matting in the Wild
5134. CVPR 2023MaskCon: Masked Contrastive Learning for Coarse-Labelled Dataset
5135. CVPR 2023Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond
5136. CVPR 2023MEDIC: Remove Model Backdoors via Importance Driven Cloning
5137. CVPR 2023Meta-Tuning Loss Functions and Data Augmentation for Few-Shot Object Detection
5138. CVPR 2023Micron-BERT: BERT-Based Facial Micro-Expression Recognition
5139. CVPR 2023Minimizing the Accumulated Trajectory Error To Improve Dataset Distillation
5140. CVPR 2023MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence
5141. CVPR 2023MobileBrick: Building LEGO for 3D Reconstruction on Mobile Devices
5142. CVPR 2023Modeling Inter-Class and Intra-Class Constraints in Novel Class Discovery
5143. CVPR 2023Modernizing Old Photos Using Multiple References via Photorealistic Style Transfer
5144. CVPR 2023MotionTrack: Learning Robust Short-Term and Long-Term Motions for Multi-Object Tracking
5145. CVPR 2023Movies2Scenes: Using Movie Metadata To Learn Scene Representation
5146. CVPR 2023Multi-Sensor Large-Scale Dataset for Multi-View 3D Reconstruction
5147. CVPR 2023Multiclass Confidence and Localization Calibration for Object Detection
5148. CVPR 2023Multiscale Tensor Decomposition and Rendering Equation Encoding for View Synthesis
5149. CVPR 2023Multispectral Video Semantic Segmentation: A Benchmark Dataset and Baseline
5150. CVPR 2023Multivariate, Multi-Frequency and Multimodal: Rethinking Graph Neural Networks for Emotion Recognition in Conversation

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.