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Beyond Discrete Selection: Continuous Embedding Space Optimization for Generative Feature Selection

26 February 2023

Papers citing "Beyond Discrete Selection: Continuous Embedding Space Optimization for Generative Feature Selection"

21 / 21 papers shown

Title
Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning Ehtesamul Azim Dongjie Wang Tae Hyun Hwang Yanjie Fu Wei-na Zhang 27 1 0 30 May 2025
Continuous Optimization for Feature Selection with Permutation-Invariant Embedding and Policy-Guided Search Rui Liu Rui Xie Zijun Yao Yanjie Fu Dongjie Wang 30 0 0 16 May 2025
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 138 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 149 3 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 96 10 0 17 Jan 2025
Decoding Urban Industrial Complexity: Enhancing Knowledge-Driven Insights via IndustryScopeGPT Siqi Wang Chao Liang Yunfan Gao Yebin Liu Jing Li Haoyu Wang AI4CE 134 3 0 24 Nov 2024
Reinforcement Feature Transformation for Polymer Property Performance Prediction Xuanming Hu Dongjie Wang Wangyang Ying Yanjie Fu 80 9 0 23 Sep 2024
Revolutionizing Biomarker Discovery: Leveraging Generative AI for Bio-Knowledge-Embedded Continuous Space Exploration Wangyang Ying Dongjie Wang Xuanming Hu Ji Qiu Jin Park Yanjie Fu 29 12 0 23 Sep 2024
Tabular Data Augmentation for Machine Learning: Progress and Prospects of Embracing Generative AI Lingxi Cui Huan Li Ke Chen Alexander Lerch Gang Chen LMTD 121 16 0 31 Jul 2024
GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation Guojiao Lin Xuezhi Wang Dongjie Wang Qingqing Long Yuanchun Zhou Meng Xiao 86 4 0 17 Jul 2024
DALL-M: Context-Aware Clinical Data Augmentation with LLMs Chihcheng Hsieh Catarina Moreira Isabel Blanco Nobre Sandra Costa Sousa Chun Ouyang M. Brereton Joaquim A. Jorge Jacinto C. Nascimento 113 0 0 11 Jul 2024
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 84 5 0 11 Jun 2024
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 165 27 0 15 May 2024
FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization Zhiyuan Ning Chunlin Tian Meng Xiao Wei Fan Pengyang Wang Li Li P. Wang Yuanchun Zhou 77 9 0 10 May 2024
Neuro-Symbolic Embedding for Short and Effective Feature Selection via Autoregressive Generation Nanxu Gong Wangyang Ying Dongjie Wang Yanjie Fu 119 11 0 26 Apr 2024
Knockoff-Guided Feature Selection via A Single Pre-trained Reinforced Agent Xinyuan Wang Dongjie Wang Wangyang Ying Rui Xie Haifeng Chen Yanjie Fu 101 13 0 06 Mar 2024
Feature Selection as Deep Sequential Generative Learning Wangyang Ying Dongjie Wang Haifeng Chen Yanjie Fu 82 16 0 06 Mar 2024
Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation Xunxin Cai Meng Xiao Zhiyuan Ning Yuanchun Zhou 91 13 0 09 Oct 2023
Feature Interaction Aware Automated Data Representation Transformation Steve Hanneke Dongjie Wang Kunpeng Liu Wei Zhang Yanjie Fu 65 8 0 29 Sep 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 106 19 0 24 Sep 2023
Interdisciplinary Fairness in Imbalanced Research Proposal Topic Inference: A Hierarchical Transformer-based Method with Selective Interpolation Meng Xiao Min-Ying Wu Ziyue Qiao Yanjie Fu Zhiyuan Ning Yi Du Yuanchun Zhou 84 9 0 04 Sep 2023