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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
Computation-friendly Graph Neural Network Design by Accumulating Knowledge on Large Language Models Jialiang Wang Shimin Di Hanmo Liu Zhili Wang Jiachuan Wang Lei Chen Xiaofang Zhou 83 0 0 13 Aug 2024
Unveiling the Power of Sparse Neural Networks for Feature Selection Zahra Atashgahi Tennison Liu Mykola Pechenizkiy Raymond N. J. Veldhuis Decebal Constantin Mocanu M. Schaar 74 3 0 08 Aug 2024
Designing Extremely Memory-Efficient CNNs for On-device Vision Tasks Jaewook Lee Yoel Park Seulki Lee VLM 63 1 0 07 Aug 2024
Intelligent Cross-Organizational Process Mining: A Survey and New Perspectives Yiyuan Yang Zheshun Wu Yong Chu Zhenghua Chen Zenglin Xu Qingsong Wen 66 0 0 15 Jul 2024
Understanding the Importance of Evolutionary Search in Automated Heuristic Design with Large Language Models Rui Zhang Fei Liu Xi Lin Zhenkun Wang Zhichao Lu Qingfu Zhang 60 9 0 15 Jul 2024
Integrating Ontology Design with the CRISP-DM in the context of Cyber-Physical Systems Maintenance Milapji Singh Gill Tom Westermann Gernot Steindl Felix Gehlhoff Alexander Fay 85 2 0 09 Jul 2024
Introducing Ínside' Out of Distribution Teddy Lazebnik 118 1 0 05 Jul 2024
From Efficient Multimodal Models to World Models: A Survey Xinji Mai Zeng Tao Junxiong Lin Haoran Wang Yang Chang Yanlan Kang Yan Wang Wenqiang Zhang 103 6 0 27 Jun 2024
Improving Hyperparameter Optimization with Checkpointed Model Weights Nikhil Mehta Jonathan Lorraine Steve Masson Ramanathan Arunachalam Zaid Pervaiz Bhat James Lucas Arun George Zachariah 118 4 0 26 Jun 2024
Class-specific Data Augmentation for Plant Stress Classification Nasla Saleem Aditya Balu Talukder Zaki Jubery Arti Singh Asheesh Kumar Singh Soumik Sarkar Baskar Ganapathysubramanian 66 1 0 18 Jun 2024
Grad-Instructor: Universal Backpropagation with Explainable Evaluation Neural Networks for Meta-learning and AutoML Ryohei Ino UQCV 32 0 0 15 Jun 2024
Repurposing Language Models into Embedding Models: Finding the Compute-Optimal Recipe Alicja Ziarko Albert Q. Jiang Bartosz Piotrowski Wenda Li M. Jamnik Piotr Miłoś 77 1 0 06 Jun 2024
Are Large Language Models the New Interface for Data Pipelines? Sylvio Barbon Junior Paolo Ceravolo Sven Groppe Mustafa Jarrar S. Maghool Florence Sèdes S. Sahri M. van Keulen LM&MA 74 9 0 06 Jun 2024
Towards Neural Architecture Search for Transfer Learning in 6G Networks Adam Orucu Farnaz Moradi Masoumeh Ebrahimi Andreas Johnsson AI4CE 66 1 0 04 Jun 2024
Artificial Intelligence in Industry 4.0: A Review of Integration Challenges for Industrial Systems Alexander Windmann Philipp Wittenberg Marvin Schieseck Oliver Niggemann AI4CE 73 7 0 28 May 2024
Unsupervised Generative Feature Transformation via Graph Contrastive Pre-training and Multi-objective Fine-tuning Wangyang Ying Dongjie Wang Xuanming Hu Yuanchun Zhou Charu C. Aggarwal Yanjie Fu 84 16 0 27 May 2024
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models Zhiqiang Tang Haoyang Fang Su Zhou Taojiannan Yang Zihan Zhong Tony Hu Katrin Kirchhoff George Karypis 109 14 0 24 Apr 2024
Designing forecasting software for forecast users: Empowering non-experts to create and understand their own forecasts Richard Stromer Oskar Triebe Chad Zanocco Ram Rajagopal AI4TS 59 0 0 22 Apr 2024
Next Generation Loss Function for Image Classification S. Akhmedova Nils Körber VLM 93 2 0 19 Apr 2024
Neural Optimizer Equation, Decay Function, and Learning Rate Schedule Joint Evolution Brandon Morgan Dean Frederick Hougen ODL 92 0 0 10 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 138 67 0 08 Apr 2024
Domain Generalisation via Imprecise Learning Anurag Singh Siu Lun Chau S. Bouabid Krikamol Muandet AI4CE OOD 100 10 0 06 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 108 23 0 30 Mar 2024
Budget-aware Query Tuning: An AutoML Perspective Wentao Wu Chi Wang 62 2 0 29 Mar 2024
Intelligent Learning Rate Distribution to reduce Catastrophic Forgetting in Transformers Philip Kenneweg Alexander Schulz Sarah Schröder Barbara Hammer CLL 61 3 0 27 Mar 2024
Neural Architecture Search for Sentence Classification with BERT Philip Kenneweg Sarah Schröder Barbara Hammer 29 0 0 27 Mar 2024
Automated Contrastive Learning Strategy Search for Time Series Baoyu Jing Yansen Wang Guoxin Sui Jing Hong Jingrui He Yuqing Yang Dongsheng Li Kan Ren AI4TS 89 8 0 19 Mar 2024
TrajectoryNAS: A Neural Architecture Search for Trajectory Prediction Ali Asghar Sharifi Ali Zoljodi Masoud Daneshtalab 3DPC 70 4 0 18 Mar 2024
Automated data processing and feature engineering for deep learning and big data applications: a survey A. Mumuni F. Mumuni TPM 91 60 0 18 Mar 2024
Multi-Objective Evolutionary Neural Architecture Search for Recurrent Neural Networks Reinhard Booysen Anna Sergeevna Bosman 68 1 0 17 Mar 2024
Data augmentation with automated machine learning: approaches and performance comparison with classical data augmentation methods A. Mumuni F. Mumuni 135 7 0 13 Mar 2024
Automated Multi-Task Learning for Joint Disease Prediction on Electronic Health Records Suhan Cui Prasenjit Mitra 89 2 0 06 Mar 2024
FlatNAS: optimizing Flatness in Neural Architecture Search for Out-of-Distribution Robustness Matteo Gambella Fabrizio Pittorino Manuel Roveri OOD 119 3 0 29 Feb 2024
Evolving machine learning workflows through interactive AutoML Rafael Barbudo Aurora Ramírez José Raúl Romero 45 2 0 28 Feb 2024
AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks Zekang Yang Wang Zeng Sheng Jin Chao Qian Ping Luo Wentao Liu MLLM VLM 106 10 0 23 Feb 2024
HyperFast: Instant Classification for Tabular Data David Bonet D. M. Montserrat Xavier Giró-i-Nieto A. Ioannidis 85 17 0 22 Feb 2024
FlexHB: a More Efficient and Flexible Framework for Hyperparameter Optimization Yang Zhang Haiyang Wu Yuekui Yang 81 0 0 21 Feb 2024
Alpha-GPT 2.0: Human-in-the-Loop AI for Quantitative Investment Hang Yuan Saizhuo Wang Jian Guo 72 4 0 15 Feb 2024
AINeedsPlanner: A Workbook to Support Effective Collaboration Between AI Experts and Clients Dae Hyun Kim Hyungyu Shin Shakhnozakhon Yadgarova J. Son Hariharan Subramonyam Juho Kim 68 5 0 14 Feb 2024
Guided Evolution with Binary Discriminators for ML Program Search John D. Co-Reyes Yingjie Miao George Tucker Aleksandra Faust Esteban Real 77 0 0 08 Feb 2024
Human-Centered AI Product Prototyping with No-Code AutoML: Conceptual Framework, Potentials and Limitations Mario Truss Marc Schmitt 68 2 0 06 Feb 2024
tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs) Junhua Zeng Chao Li Zhun Sun Qibin Zhao Guoxu Zhou 94 5 0 04 Feb 2024
Neural Loss Function Evolution for Large-Scale Image Classifier Convolutional Neural Networks Brandon Morgan Dean Frederick Hougen 54 2 0 30 Jan 2024
Automated Machine Learning for Positive-Unlabelled Learning Jack D. Saunders A. A. Freitas 37 0 0 12 Jan 2024
Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model Fei Liu Xialiang Tong Mingxuan Yuan Xi Lin Fu Luo Zhenkun Wang Zhichao Lu Qingfu Zhang VLM 131 84 0 04 Jan 2024
DREAM: Debugging and Repairing AutoML Pipelines Xiaoyu Zhang Juan Zhai Shiqing Ma Chao Shen 91 1 0 31 Dec 2023
KAXAI: An Integrated Environment for Knowledge Analysis and Explainable AI Saikat Barua Sifat Momen 53 6 0 30 Dec 2023
AdaNAS: Adaptively Post-processing with Self-supervised Neural Architecture Search for Ensemble Rainfall Forecasts Yingpeng Wen Weijiang Yu Fudan Zheng Dan Huang Nong Xiao 97 1 0 26 Dec 2023
Integration Of Evolutionary Automated Machine Learning With Structural Sensitivity Analysis For Composite Pipelines Nikolay O. Nikitin Maiia Pinchuk Valerii Pokrovskii Peter Shevchenko Andrey Getmanov Yaroslav Aksenkin I. Revin Andrey Stebenkov Ekaterina Poslavskaya Anna V. Kaluzhnaya 75 0 0 22 Dec 2023
Clash of the Explainers: Argumentation for Context-Appropriate Explanations Leila Methnani Virginia Dignum Andreas Theodorou 38 0 0 12 Dec 2023