AutoML: A Survey of the State-of-the-Art

2 August 2019

Papers citing "AutoML: A Survey of the State-of-the-Art"

50 / 365 papers shown

Title
Evolutionary Multi-objective Architecture Search Framework: Application to COVID-19 3D CT Classification Xinfu He Guohao Ying Jiyong Zhang Xiaowen Chu 3DPC MedIm 18 8 0 26 Jan 2021
Automated Model Design and Benchmarking of 3D Deep Learning Models for COVID-19 Detection with Chest CT Scans Xin He Shihao Wang Xiaowen Chu S. Shi J. Tang Xin Liu C. Yan Jiyong Zhang G. Ding 3DPC OOD 30 38 0 14 Jan 2021
Design of borehole resistivity measurement acquisition systems using deep learning M. Shahriari A. Hazra David Pardo 8 0 0 12 Jan 2021
Advances in Electron Microscopy with Deep Learning Jeffrey M. Ede 40 2 0 04 Jan 2021
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 30 16 0 23 Dec 2020
Transfer Learning Based Automatic Model Creation Tool For Resource Constraint Devices K. Bhat M. Bhandari ChangSeok Oh Sujin Kim Jeeho Yoo 13 2 0 18 Dec 2020
Instance Space Analysis for the Car Sequencing Problem Yuan Sun Samuel Esler D. Thiruvady Andreas T. Ernst Xiaodong Li K. Morgan 16 3 0 18 Dec 2020
Amazon SageMaker Autopilot: a white box AutoML solution at scale Piali Das Laurence Rouesnel Nikita Ivkin Tanya Bansal Zohar Karnin ... Giovanni Zappella Cedric Archembeau Matthias Seeger Bhaskar Dutt K. Venkateswar 25 69 0 15 Dec 2020
Application-aware Congestion Mitigation for High-Performance Computing Systems Archit Patke Saurabh Jha Haoran Qiu J. Brandt A. Gentile Joe Greenseid Zbigniew T. Kalbarczyk Ravishankar Iyer 20 1 0 14 Dec 2020
Conceptualization and Framework of Hybrid Intelligence Systems Nikhil Prakash K. Mathewson 22 5 0 11 Dec 2020
Leveraging Automated Machine Learning for Text Classification: Evaluation of AutoML Tools and Comparison with Human Performance Matthias Blohm Marc Hanussek Maximilien Kintz 24 21 0 07 Dec 2020
Fast IR Drop Estimation with Machine Learning Zhiyao Xie H. Li Xiaoqing Xu Jiang Hu Yiran Chen 25 27 0 26 Nov 2020
A Population-based Hybrid Approach to Hyperparameter Optimization for Neural Networks Marcello Serqueira Israel Mendonça Eduardo Bezerra 16 19 0 22 Nov 2020
Challenging the Security of Logic Locking Schemes in the Era of Deep Learning: A Neuroevolutionary Approach Dominik Sisejkovic Farhad Merchant Lennart M. Reimann Harshit Srivastava Ahmed Hallawa Rainer Leupers AAML 6 55 0 20 Nov 2020
Universal Activation Function For Machine Learning Brosnan Yuen Minh Tu Hoang Xiaodai Dong Tao Lu 26 40 0 07 Nov 2020
Improving Machine Reading Comprehension with Single-choice Decision and Transfer Learning Yufan Jiang Shuangzhi Wu Jing Gong Yahui Cheng Peng Meng Weiliang Lin Zhibo Chen Mu Li FaML 24 11 0 06 Nov 2020
VEGA: Towards an End-to-End Configurable AutoML Pipeline Bochao Wang Hang Xu Jiajin Zhang Chong Chen Xiaozhi Fang ... Wei Zhang Chunjing Xu Zhenguo Li Wenzhi Liu Tong Zhang 23 11 0 03 Nov 2020
Augmenting Organizational Decision-Making with Deep Learning Algorithms: Principles, Promises, and Challenges Yash Raj Shrestha Vaibhav Krishna G. Krogh 37 165 0 02 Nov 2020
AutoML to Date and Beyond: Challenges and Opportunities Shubhra (Santu) Karmaker Md. Mahadi Hassan Micah J. Smith Lei Xu Chengxiang Zhai K. Veeramachaneni 76 226 0 21 Oct 2020
Towards an Automatic Analysis of CHO-K1 Suspension Growth in Microfluidic Single-cell Cultivation Dominik Stallmann Jan Philip Göpfert Julian Schmitz A. Grünberger Barbara Hammer 39 6 0 20 Oct 2020
DIFER: Differentiable Automated Feature Engineering Guanghui Zhu Zhuoer Xu Xu Guo Chun Yuan Yihua Huang 21 15 0 17 Oct 2020
Deep Ensembles for Low-Data Transfer Learning Basil Mustafa C. Riquelme J. Puigcerver andAndré Susano Pinto Daniel Keysers N. Houlsby FedML OOD 27 22 0 14 Oct 2020
LETI: Latency Estimation Tool and Investigation of Neural Networks inference on Mobile GPU E. Ponomarev Sergey Matveev Ivan Oseledets 16 1 0 06 Oct 2020
Dissecting Span Identification Tasks with Performance Prediction Sean Papay Roman Klinger Sebastian Padó 46 16 0 06 Oct 2020
Medical Image Segmentation Using Deep Learning: A Survey Risheng Wang Tao Lei Xiaogang Du Yong Wan Hongying Meng A. Nandi SSeg OOD 38 544 0 28 Sep 2020
Automating Outlier Detection via Meta-Learning Yue Zhao Ryan A. Rossi Leman Akoglu OODD 6 19 0 22 Sep 2020
Evolutionary Architecture Search for Graph Neural Networks Min Shi David A. Wilson Xingquan Zhu Yu Huang Zhuang Yuan Jianxun Liu Yufei Tang AI4CE 37 22 0 21 Sep 2020
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 44 79 0 17 Sep 2020
Can AutoML outperform humans? An evaluation on popular OpenML datasets using AutoML Benchmark Marc Hanussek Matthias Blohm Maximilien Kintz 9 33 0 03 Sep 2020
Graph Neural Network Architecture Search for Molecular Property Prediction Shengli Jiang Prasanna Balaprakash GNN AI4CE 21 34 0 27 Aug 2020
Automated Machine Learning -- a brief review at the end of the early years Hugo Jair Escalante 16 26 0 19 Aug 2020
AIPerf: Automated machine learning as an AI-HPC benchmark Zhixiang Ren Yongheng Liu Tianhui Shi Lei Xie Yue Zhou Jidong Zhai Youhui Zhang Yunquan Zhang Wenguang Chen 27 22 0 17 Aug 2020
Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges Aritz D. Martinez Javier Del Ser Esther Villar-Rodriguez E. Osaba Javier Poyatos Siham Tabik Daniel Molina Francisco Herrera 35 26 0 09 Aug 2020
Weight-Sharing Neural Architecture Search: A Battle to Shrink the Optimization Gap Lingxi Xie Xin Chen Kaifeng Bi Longhui Wei Yuhui Xu ... Lanfei Wang Anxiang Xiao Jianlong Chang Xiaopeng Zhang Qi Tian ViT 48 108 0 04 Aug 2020
MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation Xingang Yan Weiwen Jiang Yiyu Shi Cheng Zhuo 20 47 0 13 Jul 2020
Data science and AI in FinTech: An overview LongBing Cao Qiang Yang Philip S. Yu AIFin 29 88 0 10 Jul 2020
Autonomous Driving with Deep Learning: A Survey of State-of-Art Technologies Yu Huang Yue Chen 3DPC 54 83 0 10 Jun 2020
A Survey on Deep Learning for Neuroimaging-based Brain Disorder Analysis Li Zhang Mingliang Wang Mingxia Liu Daoqiang Zhang 23 155 0 10 May 2020
DriveML: An R Package for Driverless Machine Learning Sayan Putatunda Dayanand Ubrangala Kiran Rama R. Kondapalli 8 0 0 01 May 2020
ktrain: A Low-Code Library for Augmented Machine Learning Arun S. Maiya 28 146 0 19 Apr 2020
Adaptive Partial Scanning Transmission Electron Microscopy with Reinforcement Learning Jeffrey M. Ede 29 12 0 06 Apr 2020
FADNet: A Fast and Accurate Network for Disparity Estimation Qiang-qiang Wang S. Shi Shi-gang Zheng Kaiyong Zhao Xiaowen Chu 3DPC 27 79 0 24 Mar 2020
ARDA: Automatic Relational Data Augmentation for Machine Learning Nadiia Chepurko Ryan Marcus Emanuel Zgraggen Raul Castro Fernandez Tim Kraska David R Karger 11 16 0 21 Mar 2020
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 97 612 0 13 Mar 2020
Hierarchical Neural Architecture Search for Single Image Super-Resolution Yong Guo Yongsheng Luo Zhenhao He Jin Huang Jian Chen SupR 62 49 0 10 Mar 2020
SAFE: Scalable Automatic Feature Engineering Framework for Industrial Tasks Qitao Shi Ya-Lin Zhang Longfei Li Xinxing Yang Meng Li Jun Zhou 34 30 0 05 Mar 2020
Real-time Federated Evolutionary Neural Architecture Search Hangyu Zhu Yaochu Jin FedML 147 71 0 04 Mar 2020
FlexServe: Deployment of PyTorch Models as Flexible REST Endpoints E. Verenich Alvaro Velasquez M. G. Sarwar Murshed Faraz Hussain 16 0 0 29 Feb 2020
Machine Learning in Python: Main developments and technology trends in data science, machine learning, and artificial intelligence S. Raschka Joshua Patterson Corey J. Nolet AI4CE 29 485 0 12 Feb 2020
Computer-Aided Clinical Skin Disease Diagnosis Using CNN and Object Detection Models Xin He Shihao Wang S. Shi Zhenheng Tang Yuxin Wang ... Xiaofeng Zhang Xiaoming Liu Zhili Wu Wu Yu Xiaowen Chu 16 7 0 20 Nov 2019