STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map

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STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map

7 July 2023

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Papers citing "STG-MTL: Scalable Task Grouping for Multi-Task Learning Using Data Map"

14 / 14 papers shown

Title
Towards Principled Task Grouping for Multi-Task Learning Chenguang Wang Xuanhao Pan Tianshu Yu 156 1 0 23 Feb 2024
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 197 518 0 08 Dec 2022
A Tree-Structured Multi-Task Model Recommender Lijun Zhang Xiao Liu Hui Guan LRM VLM 69 10 0 10 Mar 2022
ExT5: Towards Extreme Multi-Task Scaling for Transfer Learning V. Aribandi Yi Tay Tal Schuster J. Rao H. Zheng ... Jianmo Ni Jai Gupta Kai Hui Sebastian Ruder Donald Metzler MoE 102 216 0 22 Nov 2021
Efficiently Identifying Task Groupings for Multi-Task Learning Christopher Fifty Ehsan Amid Zhe Zhao Tianhe Yu Rohan Anil Chelsea Finn 292 255 1 10 Sep 2021
COVID-MTL: Multitask Learning with Shift3D and Random-weighted Loss for Automated Diagnosis and Severity Assessment of COVID-19 Guoqing Bao Huai Chen Tongliang Liu G. Gong Yong Yin Lisheng Wang Xiuying Wang 64 24 0 10 Dec 2020
Multi-Task Learning with Deep Neural Networks: A Survey M. Crawshaw CVBM 217 625 0 10 Sep 2020
Which Tasks Should Be Learned Together in Multi-task Learning? Trevor Scott Standley Amir Zamir Dawn Chen Leonidas Guibas Jitendra Malik Silvio Savarese 103 517 0 18 May 2019
Branched Multi-Task Networks: Deciding What Layers To Share Simon Vandenhende Stamatios Georgoulis Bert De Brabandere Luc Van Gool 100 145 0 05 Apr 2019
Attention-Augmented End-to-End Multi-Task Learning for Emotion Prediction from Speech Zixing Zhang Bingwen Wu Bjoern Schuller 54 83 0 29 Mar 2019
GNAS: A Greedy Neural Architecture Search Method for Multi-Attribute Learning Siyu Huang Xi Li Zhi-Qi Cheng Zhongfei Zhang Alexander G. Hauptmann 58 56 0 19 Apr 2018
Progressive Neural Architecture Search Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Wei Hua Li Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Patrick Murphy 114 1,994 0 02 Dec 2017
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 605 2,240 0 25 Jul 2017
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 247 8,426 0 28 Nov 2014

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