Exact Pareto Optimal solutions for preference based Multi-Objective Optimization

Last update: Dec 24, 2022

Overview

Exact Pareto Optimal Search

This repository contains code for all the experiments in the ICML 2020 paper

Multi-Task Learning with User Preferences: Gradient Descent with Controlled Ascent in Pareto Optimization

Video

You can get an intuitive understanding of the algorithm from this video.

Citation

If you find this work useful, please cite our paper.

@incollection{icml2020_3635,
 author = {Mahapatra, Debabrata and Rajan, Vaibhav},
 booktitle = {Proceedings of Machine Learning and Systems 2020},
 pages = {6555--6565},
 title = {Multi-Task Learning with User Preferences: Gradient Descent with Controlled Ascent in Pareto Optimization},
 year = {2020}
}

Owner

Debabrata Mahapatra

I am a Computer Science PhD student at National University of Singapore

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