FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies

26 March 2025

Papers citing "FastFT: Accelerating Reinforced Feature Transformation via Advanced Exploration Strategies"

23 / 23 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 103 1 0 24 Apr 2025
SciHorizon: Benchmarking AI-for-Science Readiness from Scientific Data to Large Language Models Chuan Qin Xiusi Chen Chengrui Wang Pengmin Wu Xi Chen ... Han Wu Chong Li Yuanchun Zhou H. Xiong Hengshu Zhu ELM 74 1 0 12 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 84 10 0 17 Jan 2025
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 146 26 0 15 May 2024
FeatAug: Automatic Feature Augmentation From One-to-Many Relationship Tables Danrui Qi Weiling Zheng Jiannan Wang ViT CVBM 45 2 0 11 Mar 2024
Exploration and Anti-Exploration with Distributional Random Network Distillation Kai Yang Jian Tao Jiafei Lyu Xiu Li 54 16 0 18 Jan 2024
From Supervised to Generative: A Novel Paradigm for Tabular Deep Learning with Large Language Models Xumeng Wen Han Zhang Shun Zheng Wei Xu Jiang Bian LMTD ALM 97 21 0 11 Oct 2023
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 86 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 51 20 0 29 Jun 2023
ChatGPT as your Personal Data Scientist Md. Mahadi Hassan Alex Knipper Shubhra (Santu) Karmaker LM&MA LLMAG AI4CE 109 18 0 23 May 2023
Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering Noah Hollmann Samuel G. Müller Frank Hutter 69 59 0 05 May 2023
Beyond Discrete Selection: Continuous Embedding Space Optimization for Generative Feature Selection Meng Xiao Dongjie Wang Min-Ying Wu P. Wang Yuanchun Zhou Yanjie Fu 67 24 0 26 Feb 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 83 22 0 27 Dec 2022
OpenFE: Automated Feature Generation with Expert-level Performance Tianze Zhang Zheyu Zhang Zhiyuan Fan Haoyan Luo Feng Liu Qian Liu Wei Cao Jian Li VLM 38 24 0 22 Nov 2022
Group-wise Reinforcement Feature Generation for Optimal and Explainable Representation Space Reconstruction Dongjie Wang Yanjie Fu Kunpeng Liu Xiaolin Li Yan Solihin 44 32 0 28 May 2022
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 98 685 0 05 Oct 2021
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 454 42,393 0 03 Dec 2019
Techniques for Automated Machine Learning Yi-Wei Chen Qingquan Song Xia Hu 50 49 0 21 Jul 2019
The autofeat Python Library for Automated Feature Engineering and Selection F. Horn R. Pack M. Rieger 59 96 0 22 Jan 2019
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 687 131,526 0 12 Jun 2017
Dueling Network Architectures for Deep Reinforcement Learning Ziyun Wang Tom Schaul Matteo Hessel H. V. Hasselt Marc Lanctot Nando de Freitas OffRL 91 3,755 0 20 Nov 2015
Deep Reinforcement Learning with Double Q-learning H. V. Hasselt A. Guez David Silver OffRL 161 7,639 0 22 Sep 2015
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 253 12,431 0 24 Jun 2012