4 papers
Byzantine-Resilient Decentralized Online Resource Allocation
Runhua Wang, Qing Ling, Hoi-To Wai +1
In this paper, we investigate the problem of decentralized online resource allocation in the presence of Byzantine attacks. In this problem setting, some agents may be compromised…
Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity
Haoxiang Ye, Tao Sun, Qing Ling
Decentralized learning, which facilitates joint model training across geographically scattered agents, has gained significant attention in the field of signal and information proce…
Generalization Error Matters in Decentralized Learning Under Byzantine Attacks
Haoxiang Ye, Qing Ling
Recently, decentralized learning has emerged as a popular peer-to-peer signal and information processing paradigm that enables model training across geographically distributed agen…
Dual-domain Defenses for Byzantine-resilient Decentralized Resource Allocation
Runhua Wang, Qing Ling, Zhi Tian
This paper investigates the problem of decentralized resource allocation in the presence of Byzantine attacks. Such attacks occur when an unknown number of malicious agents send ra…