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 93 of 118

4601. NeurIPS 2024Efficient Lifelong Model Evaluation in an Era of Rapid Progress
4602. NeurIPS 2024Efficient Policy Evaluation Across Multiple Different Experimental Datasets
4603. NeurIPS 2024EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
4604. NeurIPS 2024EHRCon: Dataset for Checking Consistency between Unstructured Notes and Structured Tables in Electronic Health Records
4605. NeurIPS 2024Elo Uncovered: Robustness and Best Practices in Language Model Evaluation
4606. NeurIPS 2024Elucidating the Design Space of Dataset Condensation
4607. NeurIPS 2024emg2pose: A Large and Diverse Benchmark for Surface Electromyographic Hand Pose Estimation
4608. NeurIPS 2024emg2qwerty: A Large Dataset with Baselines for Touch Typing using Surface Electromyography
4609. NeurIPS 2024EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography
4610. NeurIPS 2024Empowering and Assessing the Utility of Large Language Models in Crop Science
4611. NeurIPS 2024Enhancing vision-language models for medical imaging: bridging the 3D gap with innovative slice selection
4612. NeurIPS 2024EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature
4613. NeurIPS 2024ERBench: An Entity-Relationship based Automatically Verifiable Hallucination Benchmark for Large Language Models
4614. NeurIPS 2024Estimating Epistemic and Aleatoric Uncertainty with a Single Model
4615. NeurIPS 2024Estimating the Hallucination Rate of Generative AI
4616. NeurIPS 2024Evaluating language models as risk scores
4617. NeurIPS 2024Expectile Regularization for Fast and Accurate Training of Neural Optimal Transport
4618. NeurIPS 2024Explaining Datasets in Words: Statistical Models with Natural Language Parameters
4619. NeurIPS 2024Exponential Quantum Communication Advantage in Distributed Inference and Learning
4620. NeurIPS 2024F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning
4621. NeurIPS 2024Fair and Welfare-Efficient Constrained Multi-Matchings under Uncertainty
4622. NeurIPS 2024Fair Bilevel Neural Network (FairBiNN): On Balancing fairness and accuracy via Stackelberg Equilibrium
4623. NeurIPS 2024FairJob: A Real-World Dataset for Fairness in Online Systems
4624. NeurIPS 2024FASTopic: Pretrained Transformer is a Fast, Adaptive, Stable, and Transferable Topic Model
4625. NeurIPS 2024FedLLM-Bench: Realistic Benchmarks for Federated Learning of Large Language Models
4626. NeurIPS 2024FedSSP: Federated Graph Learning with Spectral Knowledge and Personalized Preference
4627. NeurIPS 2024FEEL-SNN: Robust Spiking Neural Networks with Frequency Encoding and Evolutionary Leak Factor
4628. NeurIPS 2024Fetch and Forge: Efficient Dataset Condensation for Object Detection
4629. NeurIPS 2024FindingEmo: An Image Dataset for Emotion Recognition in the Wild
4630. NeurIPS 2024FIRE: A Dataset for Feedback Integration and Refinement Evaluation of Multimodal Models
4631. NeurIPS 2024Fit for our purpose, not yours: Benchmark for a low-resource, Indigenous language
4632. NeurIPS 2024Fourier Amplitude and Correlation Loss: Beyond Using L2 Loss for Skillful Precipitation Nowcasting
4633. NeurIPS 2024FT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection
4634. NeurIPS 2024FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
4635. NeurIPS 2024GAIA: Rethinking Action Quality Assessment for AI-Generated Videos
4636. NeurIPS 2024GAVEL: Generating Games via Evolution and Language Models
4637. NeurIPS 2024GC-Bench: An Open and Unified Benchmark for Graph Condensation
4638. NeurIPS 2024GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
4639. NeurIPS 2024Generalizablity of Memorization Neural Network
4640. NeurIPS 2024GeoPlant: Spatial Plant Species Prediction Dataset
4641. NeurIPS 2024GlotCC: An Open Broad-Coverage CommonCrawl Corpus and Pipeline for Minority Languages
4642. NeurIPS 2024Gradient-based Discrete Sampling with Automatic Cyclical Scheduling
4643. NeurIPS 2024Graph Classification via Reference Distribution Learning: Theory and Practice
4644. NeurIPS 2024Graphcode: Learning from multiparameter persistent homology using graph neural networks
4645. NeurIPS 2024GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring
4646. NeurIPS 2024GV-Rep: A Large-Scale Dataset for Genetic Variant Representation Learning
4647. NeurIPS 2024HairFastGAN: Realistic and Robust Hair Transfer with a Fast Encoder-Based Approach
4648. NeurIPS 2024Harmony4D: A Video Dataset for In-The-Wild Close Human Interactions
4649. NeurIPS 2024HelpSteer 2: Open-source dataset for training top-performing reward models
4650. NeurIPS 2024HEST-1k: A Dataset For Spatial Transcriptomics and Histology Image Analysis

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.