Scalable Unidirectional Pareto Optimality for Multi-Task Learning with
Constraints

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Scalable Unidirectional Pareto Optimality for Multi-Task Learning with Constraints

28 October 2021

Soumyajit Gupta

Raghu Bollapragada

Matthew Lease

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Papers citing "Scalable Unidirectional Pareto Optimality for Multi-Task Learning with Constraints"

15 / 15 papers shown

Title
A Hybrid 2-stage Neural Optimization for Pareto Front Extraction Gurpreet Singh Soumyajit Gupta Matthew Lease Clint Dawson 46 3 0 27 Jan 2021
PiRank: Scalable Learning To Rank via Differentiable Sorting Robin M. E. Swezey Aditya Grover Bruno Charron Stefano Ermon 76 29 0 12 Dec 2020
Minimax Pareto Fairness: A Multi Objective Perspective Natalia Martínez Martín Bertrán Guillermo Sapiro FaML 74 193 0 03 Nov 2020
Controllable Pareto Multi-Task Learning Xi Lin Zhiyuan Yang Qingfu Zhang Sam Kwong MoE 107 74 0 13 Oct 2020
Learning the Pareto Front with Hypernetworks Aviv Navon Aviv Shamsian Gal Chechik Ethan Fetaya 106 145 0 08 Oct 2020
Efficient Continuous Pareto Exploration in Multi-Task Learning Pingchuan Ma Tao Du Wojciech Matusik 55 89 0 29 Jun 2020
Pareto Multi-Task Learning Xi Lin Hui-Ling Zhen Zhenhua Li Qingfu Zhang Sam Kwong 85 351 0 30 Dec 2019
Multi-Gradient Descent for Multi-Objective Recommender Systems Nikola Milojković Diego Antognini Giancarlo Bergamin Boi Faltings C. Musat 56 47 0 09 Dec 2019
What is Fair? Exploring Pareto-Efficiency for Fairness Constrained Classifiers Ananth Balashankar Alyssa Lees Chris Welty L. Subramanian 67 21 0 30 Oct 2019
Multi-Task Learning as Multi-Objective Optimization Ozan Sener V. Koltun 167 1,286 0 10 Oct 2018
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 177 4,602 0 26 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 283 8,920 0 25 Aug 2017
HyperNetworks David R Ha Andrew M. Dai Quoc V. Le 164 1,632 0 27 Sep 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,260 0 22 Dec 2014
PU Learning for Matrix Completion Cho-Jui Hsieh Nagarajan Natarajan Inderjit S. Dhillon 73 154 0 22 Nov 2014