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AutoML: A Survey of the State-of-the-Art
v1v2v3v4v5v6 (latest)

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

2 August 2019
Xin He
Kaiyong Zhao
Xiaowen Chu
ArXiv (abs)PDFHTML

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

50 / 365 papers shown
Title
Deep Pipeline Embeddings for AutoML
Deep Pipeline Embeddings for AutoML
Sebastian Pineda Arango
Josif Grabocka
112
2
0
23 May 2023
Clustering Indices based Automatic Classification Model Selection
Clustering Indices based Automatic Classification Model Selection
Sudarsun Santhiappan
N. Shravan
B. Ravindran
74
0
0
23 May 2023
The Deep Promotion Time Cure Model
The Deep Promotion Time Cure Model
Victor Medina-Olivares
Stefan Lessmann
Nadja Klein
45
0
0
19 May 2023
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for
  Meta-Learning
DAC-MR: Data Augmentation Consistency Based Meta-Regularization for Meta-Learning
Jun Shu
Xiang Yuan
Deyu Meng
Zongben Xu
100
4
0
13 May 2023
MLHOps: Machine Learning for Healthcare Operations
MLHOps: Machine Learning for Healthcare Operations
Kristoffer Larsen
Vallijah Subasri
A. Krishnan
Cláudio Tinoco Mesquita
Diana Paez
Laleh Seyyed-Kalantari
Amalia Peix
LM&MAAI4TSVLM
68
2
0
04 May 2023
Complex Mixer for MedMNIST Classification Decathlon
Complex Mixer for MedMNIST Classification Decathlon
Zhuoran Zheng
Xiuyi Jia
86
7
0
20 Apr 2023
ReDWINE: A Clinical Datamart with Text Analytical Capabilities to
  Facilitate Rehabilitation Research
ReDWINE: A Clinical Datamart with Text Analytical Capabilities to Facilitate Rehabilitation Research
David Oniani
B. Parmanto
Andi Saptono
A. Bove
J. Freburger
...
Jonathan C Silverstein
M. Becich
A. Delitto
Elizabeth Skidmore
Yanshan Wang
28
2
0
12 Apr 2023
Tracing and Visualizing Human-ML/AI Collaborative Processes through
  Artifacts of Data Work
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data Work
Jennifer Rogers
Anamaria Crisan
84
7
0
05 Apr 2023
Classification of integers based on residue classes via modern deep
  learning algorithms
Classification of integers based on residue classes via modern deep learning algorithms
Dangwei Wu
Jing Yang
Mian Umair Ahsan
Kai Wang
72
1
0
03 Apr 2023
Empirical Design in Reinforcement Learning
Empirical Design in Reinforcement Learning
Andrew Patterson
Samuel Neumann
Martha White
Adam White
122
30
0
03 Apr 2023
Multi-Microgrid Collaborative Optimization Scheduling Using an Improved
  Multi-Agent Soft Actor-Critic Algorithm
Multi-Microgrid Collaborative Optimization Scheduling Using an Improved Multi-Agent Soft Actor-Critic Algorithm
Jiankai Gao
Yang Li
Bin Wang
Haibo Wu
56
13
0
01 Apr 2023
Tetra-AML: Automatic Machine Learning via Tensor Networks
Tetra-AML: Automatic Machine Learning via Tensor Networks
A. Naumov
Ar. Melnikov
V. Abronin
F. Oxanichenko
K. Izmailov
M. Pflitsch
A. Melnikov
M. Perelshtein
66
11
0
28 Mar 2023
Federated Learning without Full Labels: A Survey
Federated Learning without Full Labels: A Survey
Yilun Jin
Yang Liu
Kai Chen
Qian Yang
FedML
90
26
0
25 Mar 2023
Bayesian Quadrature for Neural Ensemble Search
Bayesian Quadrature for Neural Ensemble Search
Saad Hamid
Xingchen Wan
Martin Jørgensen
Binxin Ru
Michael A. Osborne
BDLUQCV
69
1
0
15 Mar 2023
Comparative Evaluation of Data Decoupling Techniques for Federated
  Machine Learning with Database as a Service
Comparative Evaluation of Data Decoupling Techniques for Federated Machine Learning with Database as a Service
Muhammad Jahanzeb Khan
Rui Hu
Mohammad Sadoghi
Dongfang Zhao
FedML
32
0
0
15 Mar 2023
VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building
  [Technical Report]
VOCALExplore: Pay-as-You-Go Video Data Exploration and Model Building [Technical Report]
Maureen Daum
Enhao Zhang
Dong He
Stephen Mussmann
Brandon Haynes
Ranjay Krishna
Magdalena Balazinska
80
5
0
07 Mar 2023
An Empirical Study of Pre-Trained Model Reuse in the Hugging Face Deep
  Learning Model Registry
An Empirical Study of Pre-Trained Model Reuse in the Hugging Face Deep Learning Model Registry
Wenxin Jiang
Nicholas Synovic
Matt Hyatt
Taylor R. Schorlemmer
R. Sethi
Yung-Hsiang Lu
George K. Thiruvathukal
James C. Davis
88
71
0
05 Mar 2023
Automated Machine Learning for Deep Learning based Malware Detection
Automated Machine Learning for Deep Learning based Malware Detection
Austin R. Brown
Maanak Gupta
Mahmoud Abdelsalam
77
44
0
03 Mar 2023
Safe-DS: A Domain Specific Language to Make Data Science Safe
Safe-DS: A Domain Specific Language to Make Data Science Safe
Lars Reimann
Günter Kniesel-Wünsche
30
4
0
28 Feb 2023
DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning
DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning
Shenghe Zheng
Hongzhi Wang
Tianyu Mu
86
3
0
25 Feb 2023
AutoML in The Wild: Obstacles, Workarounds, and Expectations
AutoML in The Wild: Obstacles, Workarounds, and Expectations
Yuan Sun
Qiurong Song
Xinning Gui
Fenglong Ma
Ting Wang
94
16
0
21 Feb 2023
Smoothly Giving up: Robustness for Simple Models
Smoothly Giving up: Robustness for Simple Models
Tyler Sypherd
Nathan Stromberg
Richard Nock
Visar Berisha
Lalitha Sankar
61
1
0
17 Feb 2023
Mithridates: Auditing and Boosting Backdoor Resistance of Machine
  Learning Pipelines
Mithridates: Auditing and Boosting Backdoor Resistance of Machine Learning Pipelines
Eugene Bagdasaryan
Vitaly Shmatikov
AAML
104
2
0
09 Feb 2023
Masking Kernel for Learning Energy-Efficient Representations for Speaker
  Recognition and Mobile Health
Masking Kernel for Learning Energy-Efficient Representations for Speaker Recognition and Mobile Health
Apiwat Ditthapron
E. Agu
A. Lammert
73
0
0
08 Feb 2023
DivBO: Diversity-aware CASH for Ensemble Learning
DivBO: Diversity-aware CASH for Ensemble Learning
Yu Shen
Yupeng Lu
Yang Li
Yaofeng Tu
Wentao Zhang
Tengjiao Wang
82
6
0
07 Feb 2023
Feature construction using explanations of individual predictions
Feature construction using explanations of individual predictions
Boštjan Vouk
Matej Guid
Marko Robnik-Šikonja
FAtt
88
10
0
23 Jan 2023
Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural
  Networks
Towards NeuroAI: Introducing Neuronal Diversity into Artificial Neural Networks
Fenglei Fan
Yingxin Li
Hanchuan Peng
T. Zeng
Fei Wang
72
6
0
23 Jan 2023
Neural Architecture Search: Insights from 1000 Papers
Neural Architecture Search: Insights from 1000 Papers
Colin White
Mahmoud Safari
R. Sukthanker
Binxin Ru
T. Elsken
Arber Zela
Debadeepta Dey
Frank Hutter
3DVAI4CE
131
143
0
20 Jan 2023
Improvement of Computational Performance of Evolutionary AutoML in a
  Heterogeneous Environment
Improvement of Computational Performance of Evolutionary AutoML in a Heterogeneous Environment
Nikolay O. Nikitin
Sergey Teryoshkin
Valerii Pokrovskii
Sergey Pakulin
D. Nasonov
101
1
0
12 Jan 2023
Understanding the Complexity and Its Impact on Testing in ML-Enabled
  Systems
Understanding the Complexity and Its Impact on Testing in ML-Enabled Systems
Junming Cao
Bihuan Chen
Longjie Hu
Jie Ying Gao
Kaifeng Huang
Xin Peng
72
3
0
10 Jan 2023
Natural Language to Code Generation in Interactive Data Science
  Notebooks
Natural Language to Code Generation in Interactive Data Science Notebooks
Pengcheng Yin
Wen-Ding Li
Kefan Xiao
Abhishek Rao
Yeming Wen
...
Paige Bailey
Michele Catasta
Henryk Michalewski
Oleksandr Polozov
Charles Sutton
91
66
0
19 Dec 2022
Quant 4.0: Engineering Quantitative Investment with Automated,
  Explainable and Knowledge-driven Artificial Intelligence
Quant 4.0: Engineering Quantitative Investment with Automated, Explainable and Knowledge-driven Artificial Intelligence
Jian Guo
Saizhuo Wang
L. Ni
H. Shum
AIFin
104
8
0
13 Dec 2022
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic
  Dimension
NAS-LID: Efficient Neural Architecture Search with Local Intrinsic Dimension
Xin He
Jiangchao Yao
Yuxin Wang
Zhenheng Tang
Ka Chu Cheung
Simon See
Bo Han
Xiaowen Chu
104
10
0
23 Nov 2022
A Gait Triaging Toolkit for Overlapping Acoustic Events in Indoor
  Environments
A Gait Triaging Toolkit for Overlapping Acoustic Events in Indoor Environments
Kelvin Summoogum
Debayan Das
Parvati Jayakumar
13
1
0
11 Nov 2022
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks
CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks
Xuan Rao
Bo Zhao
Xiaosong Yi
95
4
0
11 Nov 2022
Hyperparameter optimization in deep multi-target prediction
Hyperparameter optimization in deep multi-target prediction
Dimitrios Iliadis
Marcel Wever
B. De Baets
Willem Waegeman
66
1
0
08 Nov 2022
AutoML-based Almond Yield Prediction and Projection in California
AutoML-based Almond Yield Prediction and Projection in California
S. Duan
Shuaiqi Wu
E. Monier
P. Ullrich
38
1
0
08 Nov 2022
Toward Unsupervised Outlier Model Selection
Toward Unsupervised Outlier Model Selection
Yue Zhao
Sean Zhang
Leman Akoglu
OODD
69
18
0
03 Nov 2022
Deep Edge Intelligence: Architecture, Key Features, Enabling
  Technologies and Challenges
Deep Edge Intelligence: Architecture, Key Features, Enabling Technologies and Challenges
Prabath Abeysekara
Haipeng Dong
•. A. K. Qin
50
1
0
24 Oct 2022
Selecting and Composing Learning Rate Policies for Deep Neural Networks
Selecting and Composing Learning Rate Policies for Deep Neural Networks
Yanzhao Wu
Ling Liu
64
25
0
24 Oct 2022
Why Should I Choose You? AutoXAI: A Framework for Selecting and Tuning
  eXplainable AI Solutions
Why Should I Choose You? AutoXAI: A Framework for Selecting and Tuning eXplainable AI Solutions
Robin Cugny
Julien Aligon
Max Chevalier
G. Roman-Jimenez
O. Teste
73
15
0
06 Oct 2022
Dynamic Surrogate Switching: Sample-Efficient Search for Factorization
  Machine Configurations in Online Recommendations
Dynamic Surrogate Switching: Sample-Efficient Search for Factorization Machine Configurations in Online Recommendations
Blaž Škrlj
A. Schwartz
Jure Ferlez
Davorin Kopic
Naama Ziporin
LRM
21
1
0
29 Sep 2022
Tab2vox: CNN-Based Multivariate Multilevel Demand Forecasting Framework
  by Tabular-To-Voxel Image Conversion
Tab2vox: CNN-Based Multivariate Multilevel Demand Forecasting Framework by Tabular-To-Voxel Image Conversion
Euna Lee
Myungwoo Nam
Hongchul Lee
59
5
0
21 Sep 2022
IoT Data Analytics in Dynamic Environments: From An Automated Machine
  Learning Perspective
IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective
Li Yang
Abdallah Shami
75
55
0
16 Sep 2022
Task Selection for AutoML System Evaluation
Task Selection for AutoML System Evaluation
Jon Lorraine
Nihesh Anderson
Chansoo Lee
Quentin de Laroussilhe
Mehadi Hassen
79
4
0
26 Aug 2022
Survey on Evolutionary Deep Learning: Principles, Algorithms,
  Applications and Open Issues
Survey on Evolutionary Deep Learning: Principles, Algorithms, Applications and Open Issues
Nan Li
Lianbo Ma
Guo-Ding Yu
Bing Xue
Mengjie Zhang
Yaochu Jin
83
79
0
23 Aug 2022
Design Automation for Fast, Lightweight, and Effective Deep Learning
  Models: A Survey
Design Automation for Fast, Lightweight, and Effective Deep Learning Models: A Survey
Dalin Zhang
Kaixuan Chen
Yan Zhao
B. Yang
Li-Ping Yao
Christian S. Jensen
129
3
0
22 Aug 2022
Visual Analysis of Neural Architecture Spaces for Summarizing Design
  Principles
Visual Analysis of Neural Architecture Spaces for Summarizing Design Principles
Jun Yuan
Mengchen Liu
Fengyuan Tian
Shixia Liu
76
7
0
20 Aug 2022
ObfuNAS: A Neural Architecture Search-based DNN Obfuscation Approach
ObfuNAS: A Neural Architecture Search-based DNN Obfuscation Approach
Tong Zhou
Shaolei Ren
Xiaolin Xu
AAML
112
14
0
17 Aug 2022
Capturing Dependencies within Machine Learning via a Formal Process
  Model
Capturing Dependencies within Machine Learning via a Formal Process Model
Fabian Ritz
Thomy Phan
Andreas Sedlmeier
Philipp Altmann
J. Wieghardt
Reiner N. Schmid
Horst Sauer
Cornel Klein
Claudia Linnhoff-Popien
Thomas Gabor
VLM
60
8
0
10 Aug 2022
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