AutoML

Automated Machine Learning (AutoML) is a general concept which covers diverse techniques for automated model learning including automatic data preprocessing, architecture search, and model selection. Source: Evaluating recommender systems for AI-driven data science (1905.09205)

Source: CHOPT : Automated Hyperparameter Optimization Framework for Cloud-Based Machine Learning Platforms

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 451–460 of 641 papers

Title	Date	Tasks	Status
AutoPINN: When AutoML Meets Physics-Informed Neural Networks	Dec 8, 2022	AutoMLparameter estimation	—Unverified
AutoPruning for Deep Neural Network with Dynamic Channel Masking	Oct 22, 2020	AutoMLNetwork Pruning	—Unverified
AutoQ: Automated Kernel-Wise Neural Network Quantization	Feb 15, 2019	AutoMLDeep Reinforcement Learning	—Unverified
AutoRAG-HP: Automatic Online Hyper-Parameter Tuning for Retrieval-Augmented Generation	Jun 27, 2024	AutoMLEfficient Exploration	—Unverified
AutoSpeech 2020: The Second Automated Machine Learning Challenge for Speech Classification	Oct 25, 2020	AutoMLBIG-bench Machine Learning	—Unverified
Autostacker: A Compositional Evolutionary Learning System	Mar 2, 2018	AutoMLBIG-bench Machine Learning	—Unverified
Autostacker: an Automatic Evolutionary Hierarchical Machine Learning System	Jan 1, 2018	AutoMLBIG-bench Machine Learning	—Unverified
Auto-survey Challenge	Oct 6, 2023	ArticlesAutoML	—Unverified
A Very Brief and Critical Discussion on AutoML	Nov 9, 2018	AutoML	—Unverified
Bag of Tricks for Multimodal AutoML with Image, Text, and Tabular Data	Dec 19, 2024	AutoMLcross-modal alignment	—Unverified

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All datasets Chalearn-AutoML-1 Breast Cancer Coimbra Data Set OrdinalDataset Wine

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	marc.boulle	Rank (AutoML5)	6.4	—	Unverified
2	reference_mb	Rank (AutoML5)	5.2	—	Unverified
3	postech.mlg_exbrain	Rank (AutoML5)	5.2	—	Unverified
4	abhishek4	Rank (AutoML5)	4.6	—	Unverified
5	reference	Rank (AutoML5)	4.4	—	Unverified
6	reference_ls	Rank (AutoML5)	4	—	Unverified
7	djajetic	Rank (AutoML5)	3	—	Unverified
8	aad_freiburg	Rank (AutoML5)	1.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Logistic Regression	Accuracy	97.02	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Zero-shot-BERT-SORT	1:1 Accuracy	55	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Logistic Regression	accuracy	98.33	—	Unverified