3 papers
cs.SE2021
A Game-Theoretical Self-Adaptation Framework for Securing Software-Intensive Systems
Mingyue Zhang, Nianyu Li, Sridhar Adepu +2
The increasing prevalence of security attacks on software-intensive systems calls for new, effective methods for detecting and responding to these attacks. As one promising approac…
cs.SE2021
A Meta Reinforcement Learning-based Approach for Self-Adaptive System
Mingyue Zhang, Jialong Li, Haiyan Zhao +3
A self-learning adaptive system (SLAS) uses machine learning to enable and enhance its adaptability. Such systems are expected to perform well in dynamic situations. For learning h…
cs.AI2021
System Component-Level Self-Adaptations for Security via Bayesian Games
Mingyue Zhang
Security attacks present unique challenges to self-adaptive system design due to the adversarial nature of the environment. However, modeling the system as a single player, as done…