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

1,935 papers, page 26 of 39

1251. NeurIPS 2025WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch
1252. NeurIPS 2025What Moves the Eyes: Doubling Mechanistic Model Performance Using Deep Networks to Discover and Test Cognitive Hypotheses
1253. NeurIPS 2025What’s in Common? Multimodal Models Hallucinate When Reasoning Across Scenes
1254. NeurIPS 2025Whose View of Safety? A Deep DIVE Dataset for Pluralistic Alignment of Text-to-Image Models
1255. NeurIPS 2025Win Fast or Lose Slow: Balancing Speed and Accuracy in Latency-Sensitive Decisions of LLMs
1256. NeurIPS 2025WorldModelBench: Judging Video Generation Models As World Models
1257. NeurIPS 2025Worse than Zero-shot? A Fact-Checking Dataset for Evaluating the Robustness of RAG Against Misleading Retrievals
1258. NeurIPS 2025WritingBench: A Comprehensive Benchmark for Generative Writing
1259. NeurIPS 2025XIFBench: Evaluating Large Language Models on Multilingual Instruction Following
1260. NeurIPS 2025YEAST: Yet Another Sequential Test
1261. NeurIPS 2024$\nabla^2$DFT: A Universal Quantum Chemistry Dataset of Drug-Like Molecules and a Benchmark for Neural Network Potentials
1262. NeurIPS 2024$E^3$: Exploring Embodied Emotion Through A Large-Scale Egocentric Video Dataset
1263. NeurIPS 2024A Benchmark Dataset for Event-Guided Human Pose Estimation and Tracking in Extreme Conditions
1264. NeurIPS 2024A benchmark for prediction of transcriptomic responses to chemical perturbations across cell types
1265. NeurIPS 2024A Benchmark Suite for Evaluating Neural Mutual Information Estimators on Unstructured Datasets
1266. NeurIPS 2024A Closer Look at AUROC and AUPRC under Class Imbalance
1267. NeurIPS 2024A Flexible, Equivariant Framework for Subgraph GNNs via Graph Products and Graph Coarsening
1268. NeurIPS 2024A Functional Extension of Semi-Structured Networks
1269. NeurIPS 2024A Generative Model of Symmetry Transformations
1270. NeurIPS 2024A New Multi-Source Light Detection Benchmark and Semi-Supervised Focal Light Detection
1271. NeurIPS 2024A probability contrastive learning framework for 3D molecular representation learning
1272. NeurIPS 2024A SARS-CoV-2 Interaction Dataset and VHH Sequence Corpus for Antibody Language Models
1273. NeurIPS 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective
1274. NeurIPS 2024A Systematic Review of NeurIPS Dataset Management Practices
1275. NeurIPS 2024A Taxonomy of Challenges to Curating Fair Datasets
1276. NeurIPS 2024A Tractable Inference Perspective of Offline RL
1277. NeurIPS 2024Accuracy is Not All You Need
1278. NeurIPS 2024Accurate and Steady Inertial Pose Estimation through Sequence Structure Learning and Modulation
1279. NeurIPS 2024Achievable Fairness on Your Data With Utility Guarantees
1280. NeurIPS 2024Active Learning with LLMs for Partially Observed and Cost-Aware Scenarios
1281. NeurIPS 2024Active preference learning for ordering items in- and out-of-sample
1282. NeurIPS 2024ActSort: An active-learning accelerated cell sorting algorithm for large-scale calcium imaging datasets
1283. NeurIPS 2024Adapting Diffusion Models for Improved Prompt Compliance and Controllable Image Synthesis
1284. NeurIPS 2024Adaptive Labeling for Efficient Out-of-distribution Model Evaluation
1285. NeurIPS 2024Addressing Hidden Confounding with Heterogeneous Observational Datasets for Recommendation
1286. NeurIPS 2024Adjust Pearson's $r$ to Measure Arbitrary Monotone Dependence
1287. NeurIPS 2024Advancing Video Anomaly Detection: A Concise Review and a New Dataset
1288. NeurIPS 2024Algorithmic progress in language models
1289. NeurIPS 2024Alias-Free Mamba Neural Operator
1290. NeurIPS 2024AllClear: A Comprehensive Dataset and Benchmark for Cloud Removal in Satellite Imagery
1291. NeurIPS 2024Amortized Fourier Neural Operators
1292. NeurIPS 2024An In-depth Investigation of Sparse Rate Reduction in Transformer-like Models
1293. NeurIPS 2024ANAH-v2: Scaling Analytical Hallucination Annotation of Large Language Models
1294. NeurIPS 2024Analysing the Generalisation and Reliability of Steering Vectors
1295. NeurIPS 2024APDDv2: Aesthetics of Paintings and Drawings Dataset with Artist Labeled Scores and Comments
1296. NeurIPS 2024APIGen: Automated PIpeline for Generating Verifiable and Diverse Function-Calling Datasets
1297. NeurIPS 2024Applying Guidance in a Limited Interval Improves Sample and Distribution Quality in Diffusion Models
1298. NeurIPS 2024Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era
1299. NeurIPS 2024Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification
1300. NeurIPS 2024Are High-Degree Representations Really Unnecessary in Equivariant Graph Neural Networks?

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.