Techniques for Automated Machine Learning

21 July 2019

Papers citing "Techniques for Automated Machine Learning"

17 / 17 papers shown

Title
Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Yi Du Min-Ying Wu Yuanchun Zhou Meng Xiao 45 1 0 24 Apr 2025
FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies Tianqi He Xiaohan Huang Yi Du Qingqing Long Ziyue Qiao Min-Ying Wu Yanjie Fu Yuanchun Zhou Meng Xiao OffRL 99 2 0 26 Mar 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 45 5 0 17 Jan 2025
Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy Xiaohan Huang Dongjie Wang Zhiyuan Ning Ziyue Qiao Qingqing Long Haowei Zhu Min Wu Yuanchun Zhou Meng Xiao OffRL 27 5 0 11 Jun 2024
Dynamic and Adaptive Feature Generation with LLM Xinhao Zhang Jinghan Zhang Banafsheh Rekabdar Yuanchun Zhou Pengfei Wang Kunpeng Liu 46 20 0 04 Jun 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 51 9 0 27 May 2024
Reinforcement-Enhanced Autoregressive Feature Transformation: Gradient-steered Search in Continuous Space for Postfix Expressions Dongjie Wang Meng Xiao Min-Ying Wu P. Wang Yuanchun Zhou Yanjie Fu 34 19 0 24 Sep 2023
Traceable Group-Wise Self-Optimizing Feature Transformation Learning: A Dual Optimization Perspective Meng Xiao Dongjie Wang Min-Ying Wu Kunpeng Liu Hui Xiong Yuanchun Zhou Yanjie Fu 24 19 0 29 Jun 2023
Traceable Automatic Feature Transformation via Cascading Actor-Critic Agents Meng Xiao Dongjie Wang Min-Ying Wu Ziyue Qiao P. Wang Kunpeng Liu Yuanchun Zhou Yanjie Fu 46 19 0 27 Dec 2022
Self-Optimizing Feature Transformation Meng Xiao Dongjie Wang Min-Ying Wu Kunpeng Liu Hui Xiong Yuanchun Zhou Yanjie Fu 33 3 0 16 Sep 2022
Learn Basic Skills and Reuse: Modularized Adaptive Neural Architecture Search (MANAS) H. Chen Yunqi Li He Zhu Yongfeng Zhang 39 5 0 23 Aug 2022
Group-wise Reinforcement Feature Generation for Optimal and Explainable Representation Space Reconstruction Dongjie Wang Yanjie Fu Kunpeng Liu Xiaolin Li Yan Solihin 27 27 0 28 May 2022
A Comprehensive Survey on Automated Machine Learning for Recommendations Bo Chen Xiangyu Zhao Yejing Wang Wenqi Fan Huifeng Guo Ruiming Tang AI4TS 26 6 0 04 Apr 2022
ASFGNN: Automated Separated-Federated Graph Neural Network Longfei Zheng Jun Zhou Chaochao Chen Bingzhe Wu L. xilinx Wang Benyu Zhang FedML GNN 23 71 0 06 Nov 2020
Towards Automated Neural Interaction Discovery for Click-Through Rate Prediction Qingquan Song Dehua Cheng Hanning Zhou Jiyan Yang Yuandong Tian X. Hu 3DV 14 85 0 29 Jun 2020
Auto-GNN: Neural Architecture Search of Graph Neural Networks Kaixiong Zhou Qingquan Song Xiao Huang Xia Hu GNN 61 178 0 07 Sep 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016