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

5,852 papers, page 117 of 118

5801. NeurIPS 2023Sequential Subset Matching for Dataset Distillation
5802. NeurIPS 2023SG×P : A Sorghum Genotype × Phenotype Prediction Dataset and Benchmark
5803. NeurIPS 2023Simple, Scalable and Effective Clustering via One-Dimensional Projections
5804. NeurIPS 2023SiT Dataset: Socially Interactive Pedestrian Trajectory Dataset for Social Navigation Robots
5805. NeurIPS 2023SituatedGen: Incorporating Geographical and Temporal Contexts into Generative Commonsense Reasoning
5806. NeurIPS 2023Sketching Algorithms for Sparse Dictionary Learning: PTAS and Turnstile Streaming
5807. NeurIPS 2023SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation
5808. NeurIPS 2023SNEkhorn: Dimension Reduction with Symmetric Entropic Affinities
5809. NeurIPS 2023SoundCam: A Dataset for Finding Humans Using Room Acoustics
5810. NeurIPS 2023Sparse Parameterization for Epitomic Dataset Distillation
5811. NeurIPS 2023Species196: A One-Million Semi-supervised Dataset for Fine-grained Species Recognition
5812. NeurIPS 2023Spuriosity Rankings: Sorting Data to Measure and Mitigate Biases
5813. NeurIPS 2023Squeeze, Recover and Relabel: Dataset Condensation at ImageNet Scale From A New Perspective
5814. NeurIPS 2023SSL4EO-L: Datasets and Foundation Models for Landsat Imagery
5815. NeurIPS 2023Stable Bias: Evaluating Societal Representations in Diffusion Models
5816. NeurIPS 2023StressID: a Multimodal Dataset for Stress Identification
5817. NeurIPS 2023SubseasonalClimateUSA: A Dataset for Subseasonal Forecasting and Benchmarking
5818. NeurIPS 2023SUPA: A Lightweight Diagnostic Simulator for Machine Learning in Particle Physics
5819. NeurIPS 2023Survival Instinct in Offline Reinforcement Learning
5820. NeurIPS 2023SynMob: Creating High-Fidelity Synthetic GPS Trajectory Dataset for Urban Mobility Analysis
5821. NeurIPS 2023Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training
5822. NeurIPS 2023Temporal Graph Benchmark for Machine Learning on Temporal Graphs
5823. NeurIPS 2023The Cambridge Law Corpus: A Dataset for Legal AI Research
5824. NeurIPS 2023The RefinedWeb Dataset for Falcon LLM: Outperforming Curated Corpora with Web Data Only
5825. NeurIPS 2023The Surprising Effectiveness of Diffusion Models for Optical Flow and Monocular Depth Estimation
5826. NeurIPS 2023The ToMCAT Dataset
5827. NeurIPS 2023Thin and deep Gaussian processes
5828. NeurIPS 2023TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation
5829. NeurIPS 2023ToolQA: A Dataset for LLM Question Answering with External Tools
5830. NeurIPS 2023Toward Re-Identifying Any Animal
5831. NeurIPS 2023Towards Better Dynamic Graph Learning: New Architecture and Unified Library
5832. NeurIPS 2023Towards Data-Agnostic Pruning At Initialization: What Makes a Good Sparse Mask?
5833. NeurIPS 2023Towards Personalized Federated Learning via Heterogeneous Model Reassembly
5834. NeurIPS 2023Towards Robust and Expressive Whole-body Human Pose and Shape Estimation
5835. NeurIPS 2023TpuGraphs: A Performance Prediction Dataset on Large Tensor Computational Graphs
5836. NeurIPS 2023trajdata: A Unified Interface to Multiple Human Trajectory Datasets
5837. NeurIPS 2023Transient Neural Radiance Fields for Lidar View Synthesis and 3D Reconstruction
5838. NeurIPS 2023TWIGMA: A dataset of AI-Generated Images with Metadata From Twitter
5839. NeurIPS 2023Unbounded Differentially Private Quantile and Maximum Estimation
5840. NeurIPS 2023Understanding and Improving Ensemble Adversarial Defense
5841. NeurIPS 2023Universality and Limitations of Prompt Tuning
5842. NeurIPS 2023UUKG: Unified Urban Knowledge Graph Dataset for Urban Spatiotemporal Prediction
5843. NeurIPS 2023Validated Image Caption Rating Dataset
5844. NeurIPS 2023VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset
5845. NeurIPS 2023VisAlign: Dataset for Measuring the Alignment between AI and Humans in Visual Perception
5846. NeurIPS 2023VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
5847. NeurIPS 2023WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes
5848. NeurIPS 2023What Can We Learn from Unlearnable Datasets?
5849. NeurIPS 2023Worst-case Performance of Popular Approximate Nearest Neighbor Search Implementations: Guarantees and Limitations
5850. NeurIPS 2023Wyze Rule: Federated Rule Dataset for Rule Recommendation 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.