Self-optimizing Feature Generation via Categorical Hashing
Representation and Hierarchical Reinforcement Crossing

Self-optimizing Feature Generation via Categorical Hashing Representation and Hierarchical Reinforcement Crossing

8 September 2023

Papers citing "Self-optimizing Feature Generation via Categorical Hashing Representation and Hierarchical Reinforcement Crossing"

12 / 12 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 36 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 93 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 Risk Assessment in Transformers with Loss-at-Risk Functions Jinghan Zhang Henry Xie Xinhao Zhang Kunpeng Liu 39 0 0 04 Nov 2024
Reinforcement Feature Transformation for Polymer Property Performance Prediction Xuanming Hu Dongjie Wang Wangyang Ying Yanjie Fu 32 6 0 23 Sep 2024
GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation Guojiao Lin Zhen Meng Dongjie Wang Qingqing Long Yuanchun Zhou Meng Xiao 40 2 0 17 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 27 5 0 11 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
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 Selection as Deep Sequential Generative Learning Wangyang Ying Dongjie Wang Haifeng Chen Yanjie Fu 41 7 0 06 Mar 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 21 19 0 24 Sep 2023