Machine Learning · Computer Science
Robust Optimization for Non-Convex Objectives
Robert Chen, Brendan Lucier, Yaron Singer, Vasilis Syrgkanis
2017-07-05
Machine Learning · Computer Science
On the Convergence of Optimizing Persistent-Homology-Based Losses
Yikai Zhang, Jiachen Yao, Yusu Wang, Chao Chen
2022-06-14
Optimization and Control · Mathematics
Reproducibility in Optimization: Theoretical Framework and Limits
Kwangjun Ahn, Prateek Jain, Ziwei Ji, Satyen Kale +2
2022-12-06
Portfolio Management · Quantitative Finance
Robust Portfolio Optimisation with Specified Competitors
Gonçalo Simões, Mark McDonald, Stacy Williams, Daniel Fenn +1
2017-01-12
Machine Learning · Statistics
Robustness May Be at Odds with Accuracy
Dimitris Tsipras, Shibani Santurkar, Logan Engstrom, Alexander Turner +1
2019-09-10
Optimization and Control · Mathematics
Oracle-Based Robust Optimization via Online Learning
Aharon Ben-Tal, Elad Hazan, Tomer Koren, Shie Mannor
2014-02-27
Optimization and Control · Mathematics
Robust Optimization Under Objective Functional Uncertainty
Yue Song, Yuxi Lu, Gang Li, Kairui Feng +1
2026-05-19
Machine Learning · Computer Science
Being Robust (in High Dimensions) Can Be Practical
Ilias Diakonikolas, Gautam Kamath, Daniel M. Kane, Jerry Li +2
2018-03-14
Machine Learning · Statistics
Convergence Analysis of Optimization Algorithms
HyoungSeok Kim, JiHoon Kang, WooMyoung Park, SukHyun Ko +4
2017-07-07