Group-wise Reinforcement Feature Generation for Optimal and Explainable Representation Space Reconstruction

28 May 2022

Papers citing "Group-wise Reinforcement Feature Generation for Optimal and Explainable Representation Space Reconstruction"

24 / 24 papers shown

Title
Unsupervised Feature Transformation via In-context Generation, Generator-critic LLM Agents, and Duet-play Teaming Nanxu Gong Xinyuan Wang Wangyang Ying Haoyue Bai Sixun Dong Haifeng Chen Yanjie Fu LLMAG 60 0 0 30 Apr 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 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
Automation and Feature Selection Enhancement with Reinforcement Learning (RL) Sumana Sanyasipura Nagaraju 49 0 0 15 Mar 2025
Iterative Feature Space Optimization through Incremental Adaptive Evaluation Yanping Wu Yanyong Huang Zhengzhang Chen Zijun Yao Yanjie Fu Kunpeng Liu Xiao Luo Dongjie Wang 34 0 0 28 Jan 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
Retrieval-Augmented Feature Generation for Domain-Specific Classification Xinhao Zhang Jinghan Zhang Fengran Mo Yuzhong Chen Kunpeng Liu 82 1 0 31 Dec 2024
Reinforcement Feature Transformation for Polymer Property Performance Prediction Xuanming Hu Dongjie Wang Wangyang Ying Yanjie Fu 32 6 0 23 Sep 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 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 38 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
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 109 21 0 15 May 2024
Neuro-Symbolic Embedding for Short and Effective Feature Selection via Autoregressive Generation Nanxu Gong Wangyang Ying Dongjie Wang Yanjie Fu 29 5 0 26 Apr 2024
Feature Interaction Aware Automated Data Representation Transformation Steve Hanneke Dongjie Wang Kunpeng Liu Wei Zhang Yanjie Fu 25 3 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 29 19 0 24 Sep 2023
Self-optimizing Feature Generation via Categorical Hashing Representation and Hierarchical Reinforcement Crossing Wangyang Ying Dongjie Wang Kunpeng Liu Leilei Sun Yanjie Fu 22 13 0 08 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 18 0 29 Jun 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 23 22 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 41 19 0 27 Dec 2022
Toward Efficient Automated Feature Engineering Kafeng Wang Pengyang Wang Chengzhong Xu 25 2 0 26 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
Efficient Reinforced Feature Selection via Early Stopping Traverse Strategy Kunpeng Liu Pengfei Wang Dongjie Wang Wan Du Dapeng Oliver Wu Yanjie Fu 81 17 0 29 Sep 2021
Automated Feature-Topic Pairing: Aligning Semantic and Embedding Spaces in Spatial Representation Learning Dongjie Wang Kunpeng Liu David Mohaisen Pengyang Wang Chang-Tien Lu Yanjie Fu 11 8 0 22 Sep 2021
Reinforced Imitative Graph Representation Learning for Mobile User Profiling: An Adversarial Training Perspective Dongjie Wang Pengyang Wang Kunpeng Liu Yuanchun Zhou C. Hughes Yanjie Fu 76 28 0 07 Jan 2021