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

1,432 papers, page 23 of 29

1101. ICLR 2024Data Filtering Networks
1102. ICLR 2024Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks
1103. ICLR 2024Defining and extracting generalizable interaction primitives from DNNs
1104. ICLR 2024DENEVIL: TOWARDS DECIPHERING AND NAVIGATING THE ETHICAL VALUES OF LARGE LANGUAGE MODELS VIA INSTRUCTION LEARNING
1105. ICLR 2024Depthwise Hyperparameter Transfer in Residual Networks: Dynamics and Scaling Limit
1106. ICLR 2024Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI
1107. ICLR 2024Distributionally Robust Optimization with Bias and Variance Reduction
1108. ICLR 2024Does Progress On Object Recognition Benchmarks Improve Generalization on Crowdsourced, Global Data?
1109. ICLR 2024DreamSmooth: Improving Model-based Reinforcement Learning via Reward Smoothing
1110. ICLR 2024Dual RL: Unification and New Methods for Reinforcement and Imitation Learning
1111. ICLR 2024DyVal: Dynamic Evaluation of Large Language Models for Reasoning Tasks
1112. ICLR 2024EasyTPP: Towards Open Benchmarking Temporal Point Processes
1113. ICLR 2024Effective pruning of web-scale datasets based on complexity of concept clusters
1114. ICLR 2024Efficient ConvBN Blocks for Transfer Learning and Beyond
1115. ICLR 2024Efficiently Computing Similarities to Private Datasets
1116. ICLR 2024Embarrassingly Simple Dataset Distillation
1117. ICLR 2024Enabling Efficient Equivariant Operations in the Fourier Basis via Gaunt Tensor Products
1118. ICLR 2024Energy-based Automated Model Evaluation
1119. ICLR 2024Energy-Based Concept Bottleneck Models: Unifying Prediction, Concept Intervention, and Probabilistic Interpretations
1120. ICLR 2024Enhancing Tail Performance in Extreme Classifiers by Label Variance Reduction
1121. ICLR 2024Epitopological learning and Cannistraci-Hebb network shape intelligence brain-inspired theory for ultra-sparse advantage in deep learning
1122. ICLR 2024EQA-MX: Embodied Question Answering using Multimodal Expression
1123. ICLR 2024Evaluating Language Model Agency Through Negotiations
1124. ICLR 2024Evaluating Large Language Models at Evaluating Instruction Following
1125. ICLR 2024EX-Graph: A Pioneering Dataset Bridging Ethereum and X
1126. ICLR 2024Explaining Time Series via Contrastive and Locally Sparse Perturbations
1127. ICLR 2024FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling
1128. ICLR 2024Fantastic Gains and Where to Find Them: On the Existence and Prospect of General Knowledge Transfer between Any Pretrained Model
1129. ICLR 2024FedHyper: A Universal and Robust Learning Rate Scheduler for Federated Learning with Hypergradient Descent
1130. ICLR 2024Ferret: Refer and Ground Anything Anywhere at Any Granularity
1131. ICLR 2024FFB: A Fair Fairness Benchmark for In-Processing Group Fairness Methods
1132. ICLR 2024FLASK: Fine-grained Language Model Evaluation based on Alignment Skill Sets
1133. ICLR 2024FOSI: Hybrid First and Second Order Optimization
1134. ICLR 2024Foundation Model-oriented Robustness: Robust Image Model Evaluation with Pretrained Models
1135. ICLR 2024From Graphs to Hypergraphs: Hypergraph Projection and its Reconstruction
1136. ICLR 2024GAIA: a benchmark for General AI Assistants
1137. ICLR 2024Geographic Location Encoding with Spherical Harmonics and Sinusoidal Representation Networks
1138. ICLR 2024GIO: Gradient Information Optimization for Training Dataset Selection
1139. ICLR 2024GlucoBench: Curated List of Continuous Glucose Monitoring Datasets with Prediction Benchmarks
1140. ICLR 2024GNNX-BENCH: Unravelling the Utility of Perturbation-based GNN Explainers through In-depth Benchmarking
1141. ICLR 2024Habitat 3.0: A Co-Habitat for Humans, Avatars, and Robots
1142. ICLR 2024HAZARD Challenge: Embodied Decision Making in Dynamically Changing Environments
1143. ICLR 2024HoloNets: Spectral Convolutions do extend to Directed Graphs
1144. ICLR 2024How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks?
1145. ICLR 2024Hyper Evidential Deep Learning to Quantify Composite Classification Uncertainty
1146. ICLR 2024Hypergraph Dynamic System
1147. ICLR 2024I-PHYRE: Interactive Physical Reasoning
1148. ICLR 2024Idempotence and Perceptual Image Compression
1149. ICLR 2024ImageNet-OOD: Deciphering Modern Out-of-Distribution Detection Algorithms
1150. ICLR 2024ImagenHub: Standardizing the evaluation of conditional image generation models

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.