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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
Runtime Analysis of Evolutionary NAS for Multiclass Classification Zeqiong Lv Chao Qian Yun-Pei Liu Jiahao Fan Yanan Sun 62 0 0 06 Jun 2025
Flexiffusion: Training-Free Segment-Wise Neural Architecture Search for Efficient Diffusion Models Hongtao Huang Xiaojun Chang L. Yao MedIm 59 0 0 03 Jun 2025
Development and Validation of SXI++ LNM Algorithm for Sepsis Prediction Dharambir Mahto Prashant Yadav Mahesh Banavar Jim Keany Alan T Joseph Srinivas Kilambi VLM 12 0 0 28 May 2025
Two-Stage Feature Generation with Transformer and Reinforcement Learning Wanfu Gao Zengyao Man Zebin He Yuhao Tang Jun Gao Kunpeng Liu 35 0 0 28 May 2025
DesignX: Human-Competitive Algorithm Designer for Black-Box Optimization Hongshu Guo Zeyuan Ma Yining Ma Xinglin Zhang Wei-Neng Chen Yue-Jiao Gong 206 0 0 23 May 2025
TabSTAR: A Foundation Tabular Model With Semantically Target-Aware Representations Alan Arazi Eilam Shapira Roi Reichart LMTD 215 0 0 23 May 2025
Approach to Finding a Robust Deep Learning Model Alexey Boldyrev Fedor Ratnikov Andrey Shevelev OOD 200 0 0 22 May 2025
MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning Linjie Li Zhenyu Wu Yang Ji MoE CLL 35 0 0 21 May 2025
The Evolution of Alpha in Finance Harnessing Human Insight and LLM Agents Mohammad Rubyet Islam AIFin 158 0 0 20 May 2025
Personalized Control for Lower Limb Prosthesis Using Kolmogorov-Arnold Networks SeyedMojtaba Mohasel Alireza Afzal Aghaei Corey Pew 78 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 179 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 74 0 0 29 Apr 2025
DNAD: Differentiable Neural Architecture Distillation Xuan Rao Bo Zhao Derong Liu 98 1 0 25 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 227 0 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 186 4 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 58 1 0 10 Apr 2025
Hyperparameter Optimisation with Practical Interpretability and Explanation Methods in Probabilistic Curriculum Learning Llewyn Salt Marcus Gallagher 74 0 0 09 Apr 2025
AgentRxiv: Towards Collaborative Autonomous Research Samuel Schmidgall Michael Moor 191 8 0 23 Mar 2025
EDCA - An Evolutionary Data-Centric AutoML Framework for Efficient Pipelines Joana Simões João Correia 468 0 0 06 Mar 2025
Enabling AutoML for Zero-Touch Network Security: Use-Case Driven Analysis Li Yang Mirna El Rajab Abdallah Shami Sami Muhaidat 161 9 0 28 Feb 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 105 2 0 28 Feb 2025
IMPROVE: Iterative Model Pipeline Refinement and Optimization Leveraging LLM Experts Eric Xue Zeyi Huang Zeyi Huang Haohan Wang Yong Jae Lee Haohan Wang 158 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 120 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 205 0 0 11 Feb 2025
Multi-agent Architecture Search via Agentic Supernet Guibin Zhang Luyang Niu Sihang Li Kaidi Wang Lei Bai Xinyu Wang 226 16 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 98 10 0 17 Jan 2025
Dataset-Agnostic Recommender Systems Tri Kurniawan Wijaya Edoardo DÁmico Xinyang Shao 107 1 0 13 Jan 2025
NiaAutoARM: Automated generation and evaluation of Association Rule Mining pipelines U. Mlakar Iztok Fister Jr Iztok Fister 113 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 138 2 0 13 Nov 2024
BudgetMLAgent: A Cost-Effective LLM Multi-Agent system for Automating Machine Learning Tasks Shubham Gandhi Manasi Patwardhan Lovekesh Vig Gautam M. Shroff LLMAG 147 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 137 5 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 105 6 0 06 Nov 2024
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs Gerard Pons Besim Bilalli Anna Queralt 62 1 0 01 Nov 2024
MIXAD: Memory-Induced Explainable Time Series Anomaly Detection Minha Kim K. Bhaumik A. Ali Simon S. Woo AI4TS 67 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 102 7 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 156 44 0 14 Oct 2024
A Generalization Result for Convergence in Learning-to-Optimize Michael Sucker Peter Ochs 104 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 116 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 57 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 483 1 0 04 Oct 2024
Vehicle Suspension Recommendation System: Multi-Fidelity Neural Network-based Mechanism Design Optimization Sumin Lee Namwoo Kang 100 0 0 03 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 145 1 0 03 Oct 2024
AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML Patara Trirat Wonyong Jeong Sung Ju Hwang LLMAG 132 20 0 03 Oct 2024
Flexiffusion: Segment-wise Neural Architecture Search for Flexible Denoising Schedule Hongtao Huang Xiaojun Chang L. Yao 96 0 0 26 Sep 2024
Problem-oriented AutoML in Clustering Matheus Camilo da Silva G. Tavares Eric Medvet Sylvio Barbon Junior 41 0 0 24 Sep 2024
Optimizing Neural Network Performance and Interpretability with Diophantine Equation Encoding Ronald Katende 76 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 52 0 0 08 Sep 2024
Towards Autonomous Cybersecurity: An Intelligent AutoML Framework for Autonomous Intrusion Detection Li Yang Abdallah Shami 75 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 71 3 0 29 Aug 2024
Automated Machine Learning in Insurance Panyi Dong Zhiyu Quan OffRL 72 0 0 26 Aug 2024