Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks

22 June 2022

Papers citing "Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks"

26 / 26 papers shown

Title
Argus: Federated Non-convex Bilevel Learning over 6G Space-Air-Ground Integrated Network Ya Liu Kai Yang Yu Zhu Keying Yang Haibo Zhao 21 0 0 14 May 2025
Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning Xiaoye Miao Bin Li Yangyang Wu Meng Xi Xinkui Zhao 31 0 0 08 Jan 2025
On Penalty-based Bilevel Gradient Descent Method Han Shen Quan-Wu Xiao Tianyi Chen 60 51 0 08 Jan 2025
Fully First-Order Methods for Decentralized Bilevel Optimization Xiaoyu Wang Xuxing Chen Shiqian Ma Tong Zhang 38 0 0 25 Oct 2024
A Communication and Computation Efficient Fully First-order Method for Decentralized Bilevel Optimization Min Wen Chengchang Liu Ahmed Abdelmoniem Yipeng Zhou Yuedong Xu 29 0 0 18 Oct 2024
Communication-Efficient and Privacy-Preserving Decentralized Meta-Learning Hansi Yang James T. Kwok 56 0 0 19 Jun 2024
On the Communication Complexity of Decentralized Bilevel Optimization Yihan Zhang My T. Thai Jie Wu Hongchang Gao 20 3 0 19 Nov 2023
Achieving Linear Speedup in Decentralized Stochastic Compositional Minimax Optimization Hongchang Gao 32 1 0 25 Jul 2023
Stochastic Nested Compositional Bi-level Optimization for Robust Feature Learning Xuxing Chen Krishnakumar Balasubramanian Saeed Ghadimi 20 1 0 11 Jul 2023
Near-Optimal Nonconvex-Strongly-Convex Bilevel Optimization with Fully First-Order Oracles Le‐Yu Chen Yaohua Ma Junzhe Zhang 84 2 0 26 Jun 2023
A Generalized Alternating Method for Bilevel Learning under the Polyak-Łojasiewicz Condition Quan-Wu Xiao Songtao Lu Tianyi Chen 24 2 0 04 Jun 2023
Federated Multi-Sequence Stochastic Approximation with Local Hypergradient Estimation Davoud Ataee Tarzanagh Mingchen Li Pranay Sharma Samet Oymak 24 0 0 02 Jun 2023
SimFBO: Towards Simple, Flexible and Communication-efficient Federated Bilevel Learning Yifan Yang Peiyao Xiao Kaiyi Ji FedML 24 14 0 30 May 2023
Communication-Efficient Federated Bilevel Optimization with Local and Global Lower Level Problems Junyi Li Feihu Huang Heng Huang FedML 27 12 0 13 Feb 2023
Achieving Linear Speedup in Non-IID Federated Bilevel Learning Minhui Huang Dewei Zhang Kaiyi Ji FedML 27 18 0 10 Feb 2023
Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation Peiyao Xiao Kaiyi Ji FedML 26 10 0 09 Feb 2023
Network Utility Maximization with Unknown Utility Functions: A Distributed, Data-Driven Bilevel Optimization Approach Kaiyi Ji Lei Ying 19 7 0 04 Jan 2023
Alternating Implicit Projected SGD and Its Efficient Variants for Equality-constrained Bilevel Optimization Quan-Wu Xiao Han Shen W. Yin Tianyi Chen 16 8 0 14 Nov 2022
A Penalty-Based Method for Communication-Efficient Decentralized Bilevel Programming Parvin Nazari Ahmad Mousavi Davoud Ataee Tarzanagh George Michailidis 25 4 0 08 Nov 2022
Decentralized Stochastic Bilevel Optimization with Improved per-Iteration Complexity Xuxing Chen Minhui Huang Shiqian Ma Krishnakumar Balasubramanian 21 25 0 23 Oct 2022
Decentralized Hyper-Gradient Computation over Time-Varying Directed Networks Naoyuki Terashita Satoshi Hara FedML 26 1 0 05 Oct 2022
On the Convergence of Distributed Stochastic Bilevel Optimization Algorithms over a Network Hongchang Gao Bin Gu My T. Thai 31 14 0 30 Jun 2022
Efficiently Escaping Saddle Points in Bilevel Optimization Minhui Huang Xuxing Chen Kaiyi Ji Shiqian Ma Lifeng Lai 26 20 0 08 Feb 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 110 716 0 13 Jun 2018
Optimal Distributed Online Prediction using Mini-Batches O. Dekel Ran Gilad-Bachrach Ohad Shamir Lin Xiao 177 683 0 07 Dec 2010