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 116 of 118

5751. NeurIPS 2023MIM4DD: Mutual Information Maximization for Dataset Distillation
5752. NeurIPS 2023Minimax Forward and Backward Learning of Evolving Tasks with Performance Guarantees
5753. NeurIPS 2023MonoUNI: A Unified Vehicle and Infrastructure-side Monocular 3D Object Detection Network with Sufficient Depth Clues
5754. NeurIPS 2023Motion-X: A Large-scale 3D Expressive Whole-body Human Motion Dataset
5755. NeurIPS 2023Mr. HiSum: A Large-scale Dataset for Video Highlight Detection and Summarization
5756. NeurIPS 2023MultiVENT: Multilingual Videos of Events and Aligned Natural Text
5757. NeurIPS 2023NetHack is Hard to Hack
5758. NeurIPS 2023NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics
5759. NeurIPS 2023New Complexity-Theoretic Frontiers of Tractability for Neural Network Training
5760. NeurIPS 2023NU-MCC: Multiview Compressive Coding with Neighborhood Decoder and Repulsive UDF
5761. NeurIPS 2023Object Reprojection Error (ORE): Camera pose benchmarks from lightweight tracking annotations
5762. NeurIPS 2023OceanBench: The Sea Surface Height Edition
5763. NeurIPS 2023On Differentially Private Sampling from Gaussian and Product Distributions
5764. NeurIPS 2023On Masked Pre-training and the Marginal Likelihood
5765. NeurIPS 2023On Occlusions in Video Action Detection: Benchmark Datasets And Training Recipes
5766. NeurIPS 2023On permutation symmetries in Bayesian neural network posteriors: a variational perspective
5767. NeurIPS 2023On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling and Beyond
5768. NeurIPS 2023On the Need for a Language Describing Distribution Shifts: Illustrations on Tabular Datasets
5769. NeurIPS 2023On the Size and Approximation Error of Distilled Datasets
5770. NeurIPS 2023OpenIllumination: A Multi-Illumination Dataset for Inverse Rendering Evaluation on Real Objects
5771. NeurIPS 2023OpenLane-V2: A Topology Reasoning Benchmark for Unified 3D HD Mapping
5772. NeurIPS 2023PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection
5773. NeurIPS 2023Pairwise GUI Dataset Construction Between Android Phones and Tablets
5774. NeurIPS 2023Personalized Dictionary Learning for Heterogeneous Datasets
5775. NeurIPS 2023PIXIU: A Comprehensive Benchmark, Instruction Dataset and Large Language Model for Finance
5776. NeurIPS 2023PopSign ASL v1.0: An Isolated American Sign Language Dataset Collected via Smartphones
5777. NeurIPS 2023Predicting a Protein's Stability under a Million Mutations
5778. NeurIPS 2023ProBio: A Protocol-guided Multimodal Dataset for Molecular Biology Lab
5779. NeurIPS 2023ProteinGym: Large-Scale Benchmarks for Protein Fitness Prediction and Design
5780. NeurIPS 2023ProteinShake: Building datasets and benchmarks for deep learning on protein structures
5781. NeurIPS 2023PTADisc: A Cross-Course Dataset Supporting Personalized Learning in Cold-Start Scenarios
5782. NeurIPS 2023Randomized and Deterministic Maximin-share Approximations for Fractionally Subadditive Valuations
5783. NeurIPS 2023REASONER: An Explainable Recommendation Dataset with Comprehensive Labeling Ground Truths
5784. NeurIPS 2023Recaptured Raw Screen Image and Video Demoiréing via Channel and Spatial Modulations
5785. NeurIPS 2023ReDS: Offline RL With Heteroskedastic Datasets via Support Constraints
5786. NeurIPS 2023Regression with Cost-based Rejection
5787. NeurIPS 2023RenderMe-360: A Large Digital Asset Library and Benchmarks Towards High-fidelity Head Avatars
5788. NeurIPS 2023Renku: a platform for sustainable data science
5789. NeurIPS 2023RETVec: Resilient and Efficient Text Vectorizer
5790. NeurIPS 2023Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union
5791. NeurIPS 2023Revisiting Out-of-distribution Robustness in NLP: Benchmarks, Analysis, and LLMs Evaluations
5792. NeurIPS 2023Revisiting the Minimalist Approach to Offline Reinforcement Learning
5793. NeurIPS 2023Robust covariance estimation with missing values and cell-wise contamination
5794. NeurIPS 2023Robust Data Pruning under Label Noise via Maximizing Re-labeling Accuracy
5795. NeurIPS 2023RVD: A Handheld Device-Based Fundus Video Dataset for Retinal Vessel Segmentation
5796. NeurIPS 2023Sample-Conditioned Hypothesis Stability Sharpens Information-Theoretic Generalization Bounds
5797. NeurIPS 2023SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
5798. NeurIPS 2023SatBird: a Dataset for Bird Species Distribution Modeling using Remote Sensing and Citizen Science Data
5799. NeurIPS 2023Scaling Data-Constrained Language Models
5800. NeurIPS 2023Seeing is not always believing: Benchmarking Human and Model Perception of AI-Generated Images

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.