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 38 of 39

1851. NeurIPS 2023On the Need for a Language Describing Distribution Shifts: Illustrations on Tabular Datasets
1852. NeurIPS 2023On the Size and Approximation Error of Distilled Datasets
1853. NeurIPS 2023OpenIllumination: A Multi-Illumination Dataset for Inverse Rendering Evaluation on Real Objects
1854. NeurIPS 2023OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping
1855. NeurIPS 2023PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection
1856. NeurIPS 2023Pairwise GUI Dataset Construction Between Android Phones and Tablets
1857. NeurIPS 2023Personalized Dictionary Learning for Heterogeneous Datasets
1858. NeurIPS 2023PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance
1859. NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
1860. NeurIPS 2023Predicting a Protein's Stability under a Million Mutations
1861. NeurIPS 2023ProBio: A Protocol-guided Multimodal Dataset for Molecular Biology Lab
1862. NeurIPS 2023ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design
1863. NeurIPS 2023ProteinShake: Building datasets and benchmarks for deep learning on protein structures
1864. NeurIPS 2023PTADisc: A Cross-Course Dataset Supporting Personalized Learning in Cold-Start Scenarios
1865. NeurIPS 2023Randomized and Deterministic Maximin-share Approximations for Fractionally Subadditive Valuations
1866. NeurIPS 2023REASONER: An Explainable Recommendation Dataset with Comprehensive Labeling Ground Truths
1867. NeurIPS 2023Recaptured Raw Screen Image and Video Demoiréing via Channel and Spatial Modulations
1868. NeurIPS 2023ReDS: Offline RL With Heteroskedastic Datasets via Support Constraints
1869. NeurIPS 2023Regression with Cost-based Rejection
1870. NeurIPS 2023RenderMe-360: A Large Digital Asset Library and Benchmarks Towards High-fidelity Head Avatars
1871. NeurIPS 2023Renku: a platform for sustainable data science
1872. NeurIPS 2023RETVec: Resilient and Efficient Text Vectorizer
1873. NeurIPS 2023Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union
1874. NeurIPS 2023Revisiting Out-of-distribution Robustness in NLP: Benchmarks, Analysis, and LLMs Evaluations
1875. NeurIPS 2023Revisiting the Minimalist Approach to Offline Reinforcement Learning
1876. NeurIPS 2023Robust covariance estimation with missing values and cell-wise contamination
1877. NeurIPS 2023Robust Data Pruning under Label Noise via Maximizing Re-labeling Accuracy
1878. NeurIPS 2023RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation
1879. NeurIPS 2023Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds
1880. NeurIPS 2023SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
1881. NeurIPS 2023SatBird: a Dataset for Bird Species Distribution Modeling using Remote Sensing and Citizen Science Data
1882. NeurIPS 2023Scaling Data-Constrained Language Models
1883. NeurIPS 2023Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images
1884. NeurIPS 2023Sequential Subset Matching for Dataset Distillation
1885. NeurIPS 2023SG×P : A Sorghum Genotype × Phenotype Prediction Dataset and Benchmark
1886. NeurIPS 2023Simple, Scalable and Effective Clustering via One-Dimensional Projections
1887. NeurIPS 2023SiT Dataset: Socially Interactive Pedestrian Trajectory Dataset for Social Navigation Robots
1888. NeurIPS 2023SituatedGen: Incorporating Geographical and Temporal Contexts into Generative Commonsense Reasoning
1889. NeurIPS 2023Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming
1890. NeurIPS 2023SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation
1891. NeurIPS 2023SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
1892. NeurIPS 2023SoundCam: A Dataset for Finding Humans Using Room Acoustics
1893. NeurIPS 2023Sparse Parameterization for Epitomic Dataset Distillation
1894. NeurIPS 2023Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition
1895. NeurIPS 2023Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
1896. NeurIPS 2023Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New Perspective
1897. NeurIPS 2023SSL4EO-L: Datasets and Foundation Models for Landsat Imagery
1898. NeurIPS 2023Stable Bias: Evaluating Societal Representations in Diffusion Models
1899. NeurIPS 2023StressID: a Multimodal Dataset for Stress Identification
1900. NeurIPS 2023SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking

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.