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

227 papers, page 3 of 5

101. NeurIPS 2023Joint Learning of Label and Environment Causal Independence for Graph Out-of-Distribution Generalization
102. NeurIPS 2023Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena
103. NeurIPS 2023Katakomba: Tools and Benchmarks for Data-Driven NetHack
104. NeurIPS 2023Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI for a range of breast characteristics, lesion conspicuities and doses
105. NeurIPS 2023Label Correction of Crowdsourced Noisy Annotations with an Instance-Dependent Noise Transition Model
106. NeurIPS 2023Label Poisoning is All You Need
107. NeurIPS 2023LAMM: Language-Assisted Multi-Modal Instruction-Tuning Dataset, Framework, and Benchmark
108. NeurIPS 2023LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting
109. NeurIPS 2023Learning a Neuron by a Shallow ReLU Network: Dynamics and Implicit Bias for Correlated Inputs
110. NeurIPS 2023Learning from Both Structural and Textual Knowledge for Inductive Knowledge Graph Completion
111. NeurIPS 2023Learning from Rich Semantics and Coarse Locations for Long-tailed Object Detection
112. NeurIPS 2023Learning to Group Auxiliary Datasets for Molecule
113. NeurIPS 2023Leveraging Locality and Robustness to Achieve Massively Scalable Gaussian Process Regression
114. NeurIPS 2023Leveraging Pre-trained Large Language Models to Construct and Utilize World Models for Model-based Task Planning
115. NeurIPS 2023Live Graph Lab: Towards Open, Dynamic and Real Transaction Graphs with NFT
116. NeurIPS 2023LoRA: A Logical Reasoning Augmented Dataset for Visual Question Answering
117. NeurIPS 2023Lung250M-4B: A Combined 3D Dataset for CT- and Point Cloud-Based Intra-Patient Lung Registration
118. NeurIPS 2023M$^{2}$SODAI: Multi-Modal Maritime Object Detection Dataset With RGB and Hyperspectral Image Sensors
119. NeurIPS 2023Managing Temporal Resolution in Continuous Value Estimation: A Fundamental Trade-off
120. NeurIPS 2023Marginal Density Ratio for Off-Policy Evaluation in Contextual Bandits
121. NeurIPS 2023Massively Multilingual Corpus of Sentiment Datasets and Multi-faceted Sentiment Classification Benchmark
122. NeurIPS 2023Mathematical Capabilities of ChatGPT
123. NeurIPS 2023MeCo: Zero-Shot NAS with One Data and Single Forward Pass via Minimum Eigenvalue of Correlation
124. NeurIPS 2023MedSat: A Public Health Dataset for England Featuring Medical Prescriptions and Satellite Imagery
125. NeurIPS 2023MiliPoint: A Point Cloud Dataset for mmWave Radar
126. NeurIPS 2023MIM4DD: Mutual Information Maximization for Dataset Distillation
127. NeurIPS 2023Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees
128. NeurIPS 2023MonoUNI: A Unified Vehicle and Infrastructure-side Monocular 3D Object Detection Network with Sufficient Depth Clues
129. NeurIPS 2023Motion-X: A Large-scale 3D Expressive Whole-body Human Motion Dataset
130. NeurIPS 2023Mr. HiSum: A Large-scale Dataset for Video Highlight Detection and Summarization
131. NeurIPS 2023MultiVENT: Multilingual Videos of Events and Aligned Natural Text
132. NeurIPS 2023NetHack is Hard to Hack
133. NeurIPS 2023NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics
134. NeurIPS 2023New Complexity-Theoretic Frontiers of Tractability for Neural Network Training
135. NeurIPS 2023NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF
136. NeurIPS 2023Object Reprojection Error (ORE): Camera pose benchmarks from lightweight tracking annotations
137. NeurIPS 2023OceanBench: The Sea Surface Height Edition
138. NeurIPS 2023On Differentially Private Sampling from Gaussian and Product Distributions
139. NeurIPS 2023On Masked Pre-training and the Marginal Likelihood
140. NeurIPS 2023On Occlusions in Video Action Detection: Benchmark Datasets And Training Recipes
141. NeurIPS 2023On permutation symmetries in Bayesian neural network posteriors: a variational perspective
142. NeurIPS 2023On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling and Beyond
143. NeurIPS 2023On the Need for a Language Describing Distribution Shifts: Illustrations on Tabular Datasets
144. NeurIPS 2023On the Size and Approximation Error of Distilled Datasets
145. NeurIPS 2023OpenIllumination: A Multi-Illumination Dataset for Inverse Rendering Evaluation on Real Objects
146. NeurIPS 2023OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping
147. NeurIPS 2023PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection
148. NeurIPS 2023Pairwise GUI Dataset Construction Between Android Phones and Tablets
149. NeurIPS 2023Personalized Dictionary Learning for Heterogeneous Datasets
150. NeurIPS 2023PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance

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.