A Single-Timescale Method for Stochastic Bilevel Optimization

A Single-Timescale Method for Stochastic Bilevel Optimization

9 February 2021

Tianyi Chen

Papers citing "A Single-Timescale Method for Stochastic Bilevel Optimization"

19 / 19 papers shown

Title
A stochastic gradient method for trilevel optimization Tommaso Giovannelli G. Kent Luis Nunes Vicente 34 0 0 11 May 2025
Differentially Private Bilevel Optimization Guy Kornowski 165 0 0 29 Sep 2024
Online Nonconvex Bilevel Optimization with Bregman Divergences Jason Bohne David Rosenberg Gary Kazantsev Pawel Polak 27 0 0 16 Sep 2024
First-Order Methods for Linearly Constrained Bilevel Optimization Guy Kornowski Swati Padmanabhan Kai Wang Zhe Zhang S. Sra 78 5 0 18 Jun 2024
Bilevel reinforcement learning via the development of hyper-gradient without lower-level convexity Yan Yang Bin Gao Ya-xiang Yuan 46 2 0 30 May 2024
Fast Two-Time-Scale Stochastic Gradient Method with Applications in Reinforcement Learning Sihan Zeng Thinh T. Doan 54 5 0 15 May 2024
LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspace Bin Gao Yan Yang Ya-xiang Yuan 41 2 0 04 Apr 2024
Implicit Diffusion: Efficient Optimization through Stochastic Sampling Pierre Marion Anna Korba Peter Bartlett Mathieu Blondel Valentin De Bortoli Arnaud Doucet Felipe Llinares-López Courtney Paquette Quentin Berthet 79 13 0 08 Feb 2024
Bilevel Optimization under Unbounded Smoothness: A New Algorithm and Convergence Analysis Jie Hao Xiaochuan Gong Mingrui Liu 33 7 0 17 Jan 2024
Adaptive Mirror Descent Bilevel Optimization Feihu Huang 40 1 0 08 Nov 2023
On Momentum-Based Gradient Methods for Bilevel Optimization with Nonconvex Lower-Level Feihu Huang 32 18 0 07 Mar 2023
A Fully First-Order Method for Stochastic Bilevel Optimization Jeongyeol Kwon Dohyun Kwon S. Wright Robert D. Nowak 30 68 0 26 Jan 2023
First-order penalty methods for bilevel optimization Zhaosong Lu Sanyou Mei 66 31 0 04 Jan 2023
Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods Davoud Ataee Tarzanagh Parvin Nazari Bojian Hou Li Shen Laura Balzano 49 10 0 06 Jul 2022
A Single-Timescale Analysis For Stochastic Approximation With Multiple Coupled Sequences Han Shen Tianyi Chen 45 15 0 21 Jun 2022
Min-Max Bilevel Multi-objective Optimization with Applications in Machine Learning Alex Gu Songtao Lu Parikshit Ram Tsui-Wei Weng 40 10 0 03 Mar 2022
Single Time-scale Actor-critic Method to Solve the Linear Quadratic Regulator with Convergence Guarantees Mo Zhou Jianfeng Lu 29 13 0 31 Jan 2022
Solving Stochastic Compositional Optimization is Nearly as Easy as Solving Stochastic Optimization Tianyi Chen Yuejiao Sun W. Yin 48 81 0 25 Aug 2020
Bilevel Programming for Hyperparameter Optimization and Meta-Learning Luca Franceschi P. Frasconi Saverio Salzo Riccardo Grazzi Massimiliano Pontil 110 717 0 13 Jun 2018