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LibMTL: A Python Library for Multi-Task Learning

2022/03/27 by Baijiong Lin, Yu Zhang, Lin, Baijiong +1 · 1 citation
Computer Science · #Machine Learning and Algorithms #Hate Speech and Cyberbullying Detection

paper · pdf · doi:10.48550/arxiv.2203.14338

Abstract

This paper presents LibMTL, an open-source Python library built on PyTorch, which provides a unified, comprehensive, reproducible, and extensible implementation framework for Multi-Task Learning (MTL). LibMTL considers different settings and approaches in MTL, and it supports a large number of state-of-the-art MTL methods, including 12 loss weighting strategies, 7 architectures, and 84 combinations of different architectures and loss weighting methods. Moreover, the modular design in LibMTL makes it easy-to-use and well extensible, thus users can easily and fast develop new MTL methods, compare with existing MTL methods fairly, or apply MTL algorithms to real-world applications with the support of LibMTL. The source code and detailed documentations of LibMTL are available at https://github.com/median-research-group/LibMTL and https://libmtl.readthedocs.io, respectively.

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