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

1,432 papers, page 29 of 29

1401. ICLR 2023Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers
1402. ICLR 2023Sparsity May Cry: Let Us Fail (Current) Sparse Neural Networks Together!
1403. ICLR 2023Spherical Sliced-Wasserstein
1404. ICLR 2023Spikformer: When Spiking Neural Network Meets Transformer
1405. ICLR 2023Supervision Complexity and its Role in Knowledge Distillation
1406. ICLR 2023Symmetries, Flat Minima, and the Conserved Quantities of Gradient Flow
1407. ICLR 2023The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation
1408. ICLR 2023The Curious Case of Benign Memorization
1409. ICLR 2023The Dark Side of AutoML: Towards Architectural Backdoor Search
1410. ICLR 2023The Trade-off between Universality and Label Efficiency of Representations from Contrastive Learning
1411. ICLR 2023Toward Adversarial Training on Contextualized Language Representation
1412. ICLR 2023Towards Better Selective Classification
1413. ICLR 2023Towards Inferential Reproducibility of Machine Learning Research
1414. ICLR 2023Towards Understanding and Mitigating Dimensional Collapse in Heterogeneous Federated Learning
1415. ICLR 2023Transferable Unlearnable Examples
1416. ICLR 2023TVSPrune - Pruning Non-discriminative filters via Total Variation separability of intermediate representations without fine tuning
1417. ICLR 2023TypeT5: Seq2seq Type Inference using Static Analysis
1418. ICLR 2023Unbiased Supervised Contrastive Learning
1419. ICLR 2023Understanding Influence Functions and Datamodels via Harmonic Analysis
1420. ICLR 2023Understanding new tasks through the lens of training data via exponential tilting
1421. ICLR 2023UNIFIED-IO: A Unified Model for Vision, Language, and Multi-modal Tasks
1422. ICLR 2023UniMax: Fairer and More Effective Language Sampling for Large-Scale Multilingual Pretraining
1423. ICLR 2023Unsupervised visualization of image datasets using contrastive learning
1424. ICLR 2023Variance Reduction is an Antidote to Byzantines: Better Rates, Weaker Assumptions and Communication Compression as a Cherry on the Top
1425. ICLR 2023What Can we Learn From The Selective Prediction And Uncertainty Estimation Performance Of 523 Imagenet Classifiers?
1426. ICLR 2023What Is Missing in IRM Training and Evaluation? Challenges and Solutions
1427. ICLR 2023What learning algorithm is in-context learning? Investigations with linear models
1428. ICLR 2023When and Why Vision-Language Models Behave like Bags-Of-Words, and What to Do About It?
1429. ICLR 2023When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning
1430. ICLR 2023When to Make and Break Commitments?
1431. ICLR 2023Where to Diffuse, How to Diffuse, and How to Get Back: Automated Learning for Multivariate Diffusions
1432. ICLR 2023WikiWhy: Answering and Explaining Cause-and-Effect Questions

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.