DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement
Learning and Hierarchical Actions Filtering

DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering

31 October 2019

Roman Vainshtein

Papers citing "DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering"

12 / 12 papers shown

Title
EDCA - An Evolutionary Data-Centric AutoML Framework for Efficient Pipelines Joana Simões João Correia 215 0 0 06 Mar 2025
CleanSurvival: Automated data preprocessing for time-to-event models using reinforcement learning Yousef Koka David Selby Gerrit Großmann Sebastian Vollmer AI4TS 81 0 0 06 Feb 2025
AutoPrep: Natural Language Question-Aware Data Preparation with a Multi-Agent Framework Meihao Fan Ju Fan Nan Tang Lei Cao Guoliang Li Xiaoyong Du LMTD 123 0 0 10 Dec 2024
Grammar-based evolutionary approach for automated workflow composition with domain-specific operators and ensemble diversity Rafael Barbudo Aurora Ramírez José Raúl Romero 18 0 0 03 Feb 2024
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data Work Jennifer Rogers Anamaria Crisan 29 7 0 05 Apr 2023
Towards Personalized Preprocessing Pipeline Search Diego Martinez Daochen Zha Qiaoyu Tan Xia Hu AI4TS 31 2 0 28 Feb 2023
Data-centric AI: Perspectives and Challenges Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Xia Hu 25 67 0 12 Jan 2023
A Survey on Deep Reinforcement Learning for Data Processing and Analytics Qingpeng Cai Can Cui Yiyuan Xiong Wei Wang Zhongle Xie Meihui Zhang OffRL 21 29 0 10 Aug 2021
Automated Evolutionary Approach for the Design of Composite Machine Learning Pipelines Nikolay O. Nikitin Pavel Vychuzhanin M. Sarafanov Iana S. Polonskaia I. Revin Irina V. Barabanova G. Maximov Anna V. Kaluzhnaya A. Boukhanovsky 21 55 0 26 Jun 2021
Multi-Objective Evolutionary Design of Composite Data-Driven Models Iana S. Polonskaia Nikolay O. Nikitin I. Revin Pavel Vychuzhanin Anna V. Kaluzhnaya 14 9 0 01 Mar 2021
Ensemble Squared: A Meta AutoML System Jason Yoo Tony Joseph Dylan Yung S. Nasseri Frank Wood MoE 27 8 0 10 Dec 2020
Auto-Sklearn 2.0: Hands-free AutoML via Meta-Learning Matthias Feurer Katharina Eggensperger Stefan Falkner Marius Lindauer Frank Hutter 35 266 0 08 Jul 2020