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 27 of 39

1301. NeurIPS 2024Are Large-scale Soft Labels Necessary for Large-scale Dataset Distillation?
1302. NeurIPS 2024AsEP: Benchmarking Deep Learning Methods for Antibody-specific Epitope Prediction
1303. NeurIPS 2024Assemblage: Automatic Binary Dataset Construction for Machine Learning
1304. NeurIPS 2024Automated Label Unification for Multi-Dataset Semantic Segmentation with GNNs
1305. NeurIPS 2024Automating Dataset Updates Towards Reliable and Timely Evaluation of Large Language Models
1306. NeurIPS 2024B-cosification: Transforming Deep Neural Networks to be Inherently Interpretable
1307. NeurIPS 2024Balancing Context Length and Mixing Times for Reinforcement Learning at Scale
1308. NeurIPS 2024BEACON: Benchmark for Comprehensive RNA Tasks and Language Models
1309. NeurIPS 2024BeanCounter: A low-toxicity, large-scale, and open dataset of business-oriented text
1310. NeurIPS 2024Benchmark Data Repositories for Better Benchmarking
1311. NeurIPS 2024Benchmarking Complex Instruction-Following with Multiple Constraints Composition
1312. NeurIPS 2024Benchmarking Estimators for Natural Experiments: A Novel Dataset and a Doubly Robust Algorithm
1313. NeurIPS 2024Benchmarking LLMs via Uncertainty Quantification
1314. NeurIPS 2024Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime
1315. NeurIPS 2024BertaQA: How Much Do Language Models Know About Local Culture?
1316. NeurIPS 2024Better by default: Strong pre-tuned MLPs and boosted trees on tabular data
1317. NeurIPS 2024BetterBench: Assessing AI Benchmarks, Uncovering Issues, and Establishing Best Practices
1318. NeurIPS 2024Beware of Road Markings: A New Adversarial Patch Attack to Monocular Depth Estimation
1319. NeurIPS 2024Beyond Slow Signs in High-fidelity Model Extraction
1320. NeurIPS 2024BIGOS V2 Benchmark for Polish ASR: Curated Datasets and Tools for Reproducible Evaluation
1321. NeurIPS 2024BIOSCAN-5M: A Multimodal Dataset for Insect Biodiversity
1322. NeurIPS 2024BioTrove: A Large Curated Image Dataset Enabling AI for Biodiversity
1323. NeurIPS 2024BLEnD: A Benchmark for LLMs on Everyday Knowledge in Diverse Cultures and Languages
1324. NeurIPS 2024BLURD: Benchmarking and Learning using a Unified Rendering and Diffusion Model
1325. NeurIPS 2024Boosting Semi-Supervised Scene Text Recognition via Viewing and Summarizing
1326. NeurIPS 2024Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking
1327. NeurIPS 2024Bridging Multicalibration and Out-of-distribution Generalization Beyond Covariate Shift
1328. NeurIPS 2024BuckTales: A multi-UAV dataset for multi-object tracking and re-identification of wild antelopes
1329. NeurIPS 2024Building Timeseries Dataset: Empowering Large-Scale Building Analytics
1330. NeurIPS 2024CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset
1331. NeurIPS 2024CALE: Continuous Arcade Learning Environment
1332. NeurIPS 2024Cambrian-1: A Fully Open, Vision-Centric Exploration of Multimodal LLMs
1333. NeurIPS 2024Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models
1334. NeurIPS 2024CaptainCook4D: A Dataset for Understanding Errors in Procedural Activities
1335. NeurIPS 2024Cardinality-Aware Set Prediction and Top-$k$ Classification
1336. NeurIPS 2024CARE: a Benchmark Suite for the Classification and Retrieval of Enzymes
1337. NeurIPS 2024ClashEval: Quantifying the tug-of-war between an LLM’s internal prior and external evidence
1338. NeurIPS 2024CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning
1339. NeurIPS 2024Codec Avatar Studio: Paired Human Captures for Complete, Driveable, and Generalizable Avatars
1340. NeurIPS 2024CogVLM: Visual Expert for Pretrained Language Models
1341. NeurIPS 2024Color-Oriented Redundancy Reduction in Dataset Distillation
1342. NeurIPS 2024ComBack: A Versatile Dataset for Enhancing Compiler Backend Development Efficiency
1343. NeurIPS 2024Combining Statistical Depth and Fermat Distance for Uncertainty Quantification
1344. NeurIPS 2024CoMix: A Comprehensive Benchmark for Multi-Task Comic Understanding
1345. NeurIPS 2024Comprehensive Framework for Curating Speech Datasets and Evaluating ASR Systems: A Case Study for the Polish Language
1346. NeurIPS 2024Compressing Large Language Models using Low Rank and Low Precision Decomposition
1347. NeurIPS 2024CondTSF: One-line Plugin of Dataset Condensation for Time Series Forecasting
1348. NeurIPS 2024ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMs
1349. NeurIPS 2024Context-Aware Testing: A New Paradigm for Model Testing with Large Language Models
1350. NeurIPS 2024Contrastive dimension reduction: when and how?

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.