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 36 of 39

1751. NeurIPS 2023Core-sets for Fair and Diverse Data Summarization
1752. NeurIPS 2023Credal Marginal MAP
1753. NeurIPS 2023CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion
1754. NeurIPS 2023CSMeD: Bridging the Dataset Gap in Automated Citation Screening for Systematic Literature Reviews
1755. NeurIPS 2023CSOT: Curriculum and Structure-Aware Optimal Transport for Learning with Noisy Labels
1756. NeurIPS 2023DAMEX: Dataset-aware Mixture-of-Experts for visual understanding of mixture-of-datasets
1757. NeurIPS 2023Data-Driven Network Neuroscience: On Data Collection and Benchmark
1758. NeurIPS 2023DataComp: In search of the next generation of multimodal datasets
1759. NeurIPS 2023DataPerf: Benchmarks for Data-Centric AI Development
1760. NeurIPS 2023Datasets and Benchmarks for Nanophotonic Structure and Parametric Design Simulations
1761. NeurIPS 2023Decoding the Enigma: Benchmarking Humans and AIs on the Many Facets of Working Memory
1762. NeurIPS 2023DecodingTrust: A Comprehensive Assessment of Trustworthiness in GPT Models
1763. NeurIPS 2023DICES Dataset: Diversity in Conversational AI Evaluation for Safety
1764. NeurIPS 2023Discover and Align Taxonomic Context Priors for Open-world Semi-Supervised Learning
1765. NeurIPS 2023Diverse Community Data for Benchmarking Data Privacy Algorithms
1766. NeurIPS 2023Does Continual Learning Meet Compositionality? New Benchmarks and An Evaluation Framework
1767. NeurIPS 2023Domain Agnostic Fourier Neural Operators
1768. NeurIPS 2023Domain Watermark: Effective and Harmless Dataset Copyright Protection is Closed at Hand
1769. NeurIPS 2023Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy
1770. NeurIPS 2023Don’t Stop Pretraining? Make Prompt-based Fine-tuning Powerful Learner
1771. NeurIPS 2023Dream the Impossible: Outlier Imagination with Diffusion Models
1772. NeurIPS 2023DrugCLIP: Contrastive Protein-Molecule Representation Learning for Virtual Screening
1773. NeurIPS 2023ECG-QA: A Comprehensive Question Answering Dataset Combined With Electrocardiogram
1774. NeurIPS 2023Efficient Bayesian Learning Curve Extrapolation using Prior-Data Fitted Networks
1775. NeurIPS 2023Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive Networks
1776. NeurIPS 2023EgoTracks: A Long-term Egocentric Visual Object Tracking Dataset
1777. NeurIPS 2023EPIC Fields: Marrying 3D Geometry and Video Understanding
1778. NeurIPS 2023Estimating Generic 3D Room Structures from 2D Annotations
1779. NeurIPS 2023EV-Eye: Rethinking High-frequency Eye Tracking through the Lenses of Event Cameras
1780. NeurIPS 2023Evaluating Graph Neural Networks for Link Prediction: Current Pitfalls and New Benchmarking
1781. NeurIPS 2023Evaluating Robustness and Uncertainty of Graph Models Under Structural Distributional Shifts
1782. NeurIPS 2023Expanding Small-Scale Datasets with Guided Imagination
1783. NeurIPS 2023Fast and Simple Spectral Clustering in Theory and Practice
1784. NeurIPS 2023FAST: a Fused and Accurate Shrinkage Tree for Heterogeneous Treatment Effects Estimation
1785. NeurIPS 2023FiGURe: Simple and Efficient Unsupervised Node Representations with Filter Augmentations
1786. NeurIPS 2023FlatMatch: Bridging Labeled Data and Unlabeled Data with Cross-Sharpness for Semi-Supervised Learning
1787. NeurIPS 2023Framework and Benchmarks for Combinatorial and Mixed-variable Bayesian Optimization
1788. NeurIPS 2023Frequency Domain-Based Dataset Distillation
1789. NeurIPS 2023Gacs-Korner Common Information Variational Autoencoder
1790. NeurIPS 2023GeoDE: a Geographically Diverse Evaluation Dataset for Object Recognition
1791. NeurIPS 2023GMSF: Global Matching Scene Flow
1792. NeurIPS 2023GPEX, A Framework For Interpreting Artificial Neural Networks
1793. NeurIPS 2023GSLB: The Graph Structure Learning Benchmark
1794. NeurIPS 2023H-nobs: Achieving Certified Fairness and Robustness in Distributed Learning on Heterogeneous Datasets
1795. NeurIPS 2023Hokoff: Real Game Dataset from Honor of Kings and its Offline Reinforcement Learning Benchmarks
1796. NeurIPS 2023How Far Can Camels Go? Exploring the State of Instruction Tuning on Open Resources
1797. NeurIPS 2023How hard are computer vision datasets? Calibrating dataset difficulty to viewing time
1798. NeurIPS 2023HT-Step: Aligning Instructional Articles with How-To Videos
1799. NeurIPS 2023Humans in Kitchens: A Dataset for Multi-Person Human Motion Forecasting with Scene Context
1800. NeurIPS 2023Hyper-HMM: aligning human brains and semantic features in a common latent event space

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.