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
Personalized Control for Lower Limb Prosthesis Using Kolmogorov-Arnold Networks SeyedMojtaba Mohasel Alireza Afzal Aghaei Corey Pew 25 0 0 14 May 2025
Efficient Quantum Convolutional Neural Networks for Image Classification: Overcoming Hardware Constraints Peter Röseler Oliver Schaudt Helmut Berg Christian Bauckhage Matthias Koch 34 0 0 09 May 2025
FLIM-based Salient Object Detection Networks with Adaptive Decoders Gilson Junior Soares Matheus Abrantes Cerqueira J. Gomes Laurent Najman S. Guimarães Alexandre X. Falcão ObjD 27 0 0 29 Apr 2025
FX-DARTS: Designing Topology-unconstrained Architectures with Differentiable Architecture Search and Entropy-based Super-network Shrinking Xuan Rao Bo Zhao Derong Liu Cesare Alippi 44 0 0 25 Apr 2025
DNAD: Differentiable Neural Architecture Distillation Xuan Rao Bo Zhao Derong Liu 39 1 0 25 Apr 2025
Representation Learning for Tabular Data: A Comprehensive Survey Jun-Peng Jiang Si-Yang Liu Hao-Run Cai Qile Zhou Han-Jia Ye LMTD 53 1 0 17 Apr 2025
MicroNAS: An Automated Framework for Developing a Fall Detection System Seyed Mojtaba Mohasel John Sheppard Lindsey K. Molina Richard R. Neptune Shane R. Wurdeman Corey A. Pew 29 1 0 10 Apr 2025
Hyperparameter Optimisation with Practical Interpretability and Explanation Methods in Probabilistic Curriculum Learning Llewyn Salt Marcus Gallagher 35 0 0 09 Apr 2025
AgentRxiv: Towards Collaborative Autonomous Research Samuel Schmidgall Michael Moor 74 4 0 23 Mar 2025
EDCA - An Evolutionary Data-Centric AutoML Framework for Efficient Pipelines Joana Simões João Correia 236 0 0 06 Mar 2025
Towards Zero Touch Networks: Cross-Layer Automated Security Solutions for 6G Wireless Networks Li Yang Shimaa A. Naser Abdallah Shami Sami Muhaidat Lyndon Ong Merouane Debbah 67 1 0 28 Feb 2025
Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis Li Yang Mirna El Rajab Abdallah Shami Sami Muhaidat 90 6 0 28 Feb 2025
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Agents Eric Xue Zeyi Huang Yuyang Ji Haohan Wang 86 1 0 25 Feb 2025
ReviewEval: An Evaluation Framework for AI-Generated Reviews Chavvi Kirtani Madhav Krishan Garg Tejash Prasad Tanmay Singhal Murari Mandal Dhruv Kumar 65 1 0 17 Feb 2025
MoENAS: Mixture-of-Expert based Neural Architecture Search for jointly Accurate, Fair, and Robust Edge Deep Neural Networks Lotfi Abdelkrim Mecharbat Alberto Marchisio Mohamed Bennai M. Ghassemi Tuka Alhanai 84 0 0 11 Feb 2025
Multi-agent Architecture Search via Agentic Supernet Guibin Zhang Luyang Niu Sihang Li Kaidi Wang Lei Bai Xinyu Wang 105 3 0 06 Feb 2025
Towards Data-Centric AI: A Comprehensive Survey of Traditional, Reinforcement, and Generative Approaches for Tabular Data Transformation Dongjie Wang Yanyong Huang Wangyang Ying Haoyue Bai Nanxu Gong ... Meng Xiao Pengfei Wang P. Wang Hui Xiong Yanjie Fu LMTD 53 6 0 17 Jan 2025
Dataset-Agnostic Recommender Systems Tri Kurniawan Wijaya Edoardo DÁmico Xinyang Shao 41 0 0 13 Jan 2025
NiaAutoARM: Automated generation and evaluation of Association Rule Mining pipelines U. Mlakar Iztok Fister Jr Iztok Fister 37 0 0 03 Jan 2025
PyGen: A Collaborative Human-AI Approach to Python Package Creation Saikat Barua Mostafizur Rahman Md Jafor Sadek Rafiul Islam Shehnaz Khaled Md. Shohrab Hossain 52 1 0 13 Nov 2024
BudgetMLAgent: A Cost-Effective LLM Multi-Agent system for Automating Machine Learning Tasks Shubham Gandhi Manasi S. Patwardhan L. Vig Gautam M. Shroff LLMAG 52 1 0 12 Nov 2024
Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey Yang Gu Hengyu You Jian Cao Muran Yu Haoran Fan Shiyou Qian LM&MA AI4CE 48 3 0 11 Nov 2024
Fully Automated Correlated Time Series Forecasting in Minutes Xinle Wu Xingjian Wu Dalin Zhang Miao Zhang Chenjuan Guo Bin Yang Christian S. Jensen AI4TS 37 4 0 06 Nov 2024
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs Gerard Pons Besim Bilalli Anna Queralt 29 1 0 01 Nov 2024
MIXAD: Memory-Induced Explainable Time Series Anomaly Detection Minha Kim K. Bhaumik A. Ali Simon S. Woo AI4TS 42 1 0 30 Oct 2024
ExpertFlow: Optimized Expert Activation and Token Allocation for Efficient Mixture-of-Experts Inference Xin He Shunkang Zhang Yuxin Wang Haiyan Yin Zihao Zeng Shaohuai Shi Zhenheng Tang Xiaowen Chu Ivor Tsang Ong Yew Soon MoE 65 3 0 23 Oct 2024
Agent-as-a-Judge: Evaluate Agents with Agents Mingchen Zhuge Changsheng Zhao Dylan R. Ashley Wenyi Wang Dmitrii Khizbullin ... Raghuraman Krishnamoorthi Yuandong Tian Yangyang Shi Vikas Chandra Jürgen Schmidhuber ELM 65 35 0 14 Oct 2024
A Generalization Result for Convergence in Learning-to-Optimize Michael Sucker Peter Ochs 30 0 0 10 Oct 2024
Systematic Feature Design for Cycle Life Prediction of Lithium-Ion Batteries During Formation Jinwook Rhyu Joachim Schaeffer Michael L. Li Xiao Cui W. Chueh M. Bazant R. D. Braatz 40 2 0 09 Oct 2024
Automating Data Science Pipelines with Tensor Completion Shaan Pakala Bryce Graw Dawon Ahn Tam Dinh Mehnaz Tabassum Mahin Vassilis Tsotras Jia Chen Evangelos E. Papalexakis 28 1 0 08 Oct 2024
LLMProxy: Reducing Cost to Access Large Language Models Noah Martin Abdullah Bin Faisal Hiba Eltigani Rukhshan Haroon Swaminathan Lamelas Fahad Dogar 213 1 0 04 Oct 2024
Vehicle Suspension Recommendation System: Multi-Fidelity Neural Network-based Mechanism Design Optimization Sumin Lee Namwoo Kang 43 0 0 03 Oct 2024
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML Patara Trirat Wonyong Jeong Sung Ju Hwang LLMAG 33 12 0 03 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 28 1 0 03 Oct 2024
Flexiffusion: Segment-wise Neural Architecture Search for Flexible Denoising Schedule Hongtao Huang Xiaojun Chang Lina Yao 30 0 0 26 Sep 2024
Problem-oriented AutoML in Clustering Matheus Camilo da Silva G. Tavares Eric Medvet Sylvio Barbon Junior 21 0 0 24 Sep 2024
Optimizing Neural Network Performance and Interpretability with Diophantine Equation Encoding Ronald Katende 37 0 0 11 Sep 2024
KModels: Unlocking AI for Business Applications Roy Abitbol Eyal Cohen Muhammad Kanaan Bhavna Agrawal Yingjie Li Anuradha Bhamidipaty Erez Bilgory 30 0 0 08 Sep 2024
Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection Li Yang Abdallah Shami 27 2 0 05 Sep 2024
TinyTNAS: GPU-Free, Time-Bound, Hardware-Aware Neural Architecture Search for TinyML Time Series Classification Bidyut Saha Riya Samanta S. K. Ghosh Ram Babu Roy 39 3 0 29 Aug 2024
Automated Machine Learning in Insurance Panyi Dong Zhiyu Quan OffRL 44 0 0 26 Aug 2024
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 34 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 33 3 0 08 Aug 2024
Designing Extremely Memory-Efficient CNNs for On-device Vision Tasks Jaewook Lee Yoel Park Seulki Lee VLM 31 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 35 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 36 7 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 32 1 0 09 Jul 2024
Introducing Ínside' Out of Distribution Teddy Lazebnik 31 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 37 5 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 55 4 0 26 Jun 2024