Biased Stochastic First-Order Methods for Conditional Stochastic
Optimization and Applications in Meta Learning

Biased Stochastic First-Order Methods for Conditional Stochastic Optimization and Applications in Meta Learning

25 February 2020

Papers citing "Biased Stochastic First-Order Methods for Conditional Stochastic Optimization and Applications in Meta Learning"

14 / 14 papers shown

Title
Optimal Guarantees for Algorithmic Reproducibility and Gradient Complexity in Convex Optimization Liang Zhang Junchi Yang Amin Karbasi Niao He 24 2 0 26 Oct 2023
Provable Multi-instance Deep AUC Maximization with Stochastic Pooling Dixian Zhu Bokun Wang Zhi Chen Yaxing Wang Milan Sonka Xiaodong Wu Tianbao Yang 14 3 0 14 May 2023
FeDXL: Provable Federated Learning for Deep X-Risk Optimization Zhishuai Guo R. L. Jin Jiebo Luo Tianbao Yang FedML 45 8 0 26 Oct 2022
Fairness via Adversarial Attribute Neighbourhood Robust Learning Q. Qi Shervin Ardeshir Yi Tian Xu Tianbao Yang 35 0 0 12 Oct 2022
Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization Wei Jiang Gang Li Yibo Wang Lijun Zhang Tianbao Yang 27 16 0 18 Jul 2022
Finite-Sum Coupled Compositional Stochastic Optimization: Theory and Applications Bokun Wang Tianbao Yang 31 31 0 24 Feb 2022
Online Estimation and Optimization of Utility-Based Shortfall Risk Vishwajit Hegde Arvind S. Menon L. A. Prashanth Krishna Jagannathan 19 2 0 16 Nov 2021
Sinkhorn Distributionally Robust Optimization Jie Wang Rui Gao Yao Xie 29 35 0 24 Sep 2021
KOALA: A Kalman Optimization Algorithm with Loss Adaptivity A. Davtyan Sepehr Sameni L. Cerkezi Givi Meishvili Adam Bielski Paolo Favaro ODL 51 2 0 07 Jul 2021
Momentum Accelerates the Convergence of Stochastic AUPRC Maximization Guanghui Wang Minghao Yang Lijun Zhang Tianbao Yang 34 22 0 02 Jul 2021
Solving Stochastic Compositional Optimization is Nearly as Easy as Solving Stochastic Optimization Tianyi Chen Yuejiao Sun W. Yin 44 81 0 25 Aug 2020
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 281 11,681 0 09 Mar 2017
(Bandit) Convex Optimization with Biased Noisy Gradient Oracles Xiaowei Hu A. PrashanthL. András Gyorgy Csaba Szepesvári 76 65 0 22 Sep 2016
Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes Ohad Shamir Tong Zhang 99 570 0 08 Dec 2012