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 39 of 39

1901. NeurIPS 2023SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
1902. NeurIPS 2023Survival Instinct in Offline Reinforcement Learning
1903. NeurIPS 2023SynMob: Creating High-Fidelity Synthetic GPS Trajectory Dataset for Urban Mobility Analysis
1904. NeurIPS 2023Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training
1905. NeurIPS 2023Temporal Graph Benchmark for Machine Learning on Temporal Graphs
1906. NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
1907. NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
1908. NeurIPS 2023The Surprising Effectiveness of Diffusion Models for Optical Flow and Monocular Depth Estimation
1909. NeurIPS 2023The ToMCAT Dataset
1910. NeurIPS 2023Thin and deep Gaussian processes
1911. NeurIPS 2023TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation
1912. NeurIPS 2023ToolQA: A Dataset for LLM Question Answering with External Tools
1913. NeurIPS 2023Toward Re-Identifying Any Animal
1914. NeurIPS 2023Towards Better Dynamic Graph Learning: New Architecture and Unified Library
1915. NeurIPS 2023Towards Data-Agnostic Pruning At Initialization: What Makes a Good Sparse Mask?
1916. NeurIPS 2023Towards Personalized Federated Learning via Heterogeneous Model Reassembly
1917. NeurIPS 2023Towards Robust and Expressive Whole-body Human Pose and Shape Estimation
1918. NeurIPS 2023TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs
1919. NeurIPS 2023trajdata: A Unified Interface to Multiple Human Trajectory Datasets
1920. NeurIPS 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction
1921. NeurIPS 2023TWIGMA: A dataset of AI-Generated Images with Metadata From Twitter
1922. NeurIPS 2023Unbounded Differentially Private Quantile and Maximum Estimation
1923. NeurIPS 2023Understanding and Improving Ensemble Adversarial Defense
1924. NeurIPS 2023Universality and Limitations of Prompt Tuning
1925. NeurIPS 2023UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction
1926. NeurIPS 2023Validated Image Caption Rating Dataset
1927. NeurIPS 2023VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
1928. NeurIPS 2023VisAlign: Dataset for Measuring the Alignment between AI and Humans in Visual Perception
1929. NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
1930. NeurIPS 2023WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes
1931. NeurIPS 2023What Can We Learn from Unlearnable Datasets?
1932. NeurIPS 2023Worst-case Performance of Popular Approximate Nearest Neighbor Search Implementations: Guarantees and Limitations
1933. NeurIPS 2023Wyze Rule: Federated Rule Dataset for Rule Recommendation Benchmarking
1934. NeurIPS 2023XES3G5M: A Knowledge Tracing Benchmark Dataset with Auxiliary Information
1935. NeurIPS 2023You Only Condense Once: Two Rules for Pruning Condensed Datasets

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.