9 citations · 10 across the 5 of their papers we have counts for
5 papers
Value Iteration Networks with Gated Summarization Module
Jinyu Cai, Jialong Li, Mingyue Zhang +1
In this paper, we address the challenges faced by Value Iteration Networks (VIN) in handling larger input maps and mitigating the impact of accumulated errors caused by increased i…
OACAL: Finding Module-consistent Specifications to Secure Systems from Weakened User Obligations
Pengcheng Jiang, Kenji Tei
Users interacting with a system through UI are typically obliged to perform their actions in a pre-determined order, to successfully achieve certain functional goals. However, such…
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…
Towards Better Adaptive Systems by Combining MAPE, Control Theory, and Machine Learning
Danny Weyns, Bradley Schmerl, Masako Kishida +5
Two established approaches to engineer adaptive systems are architecture-based adaptation that uses a Monitor-Analysis-Planning-Executing (MAPE) loop that reasons over architectura…
Towards Bridging the Gap between Control and Self-Adaptive System Properties
Javier Cámara, Alessandro V. Papadopoulos, Thomas Vogel +4
Two of the main paradigms used to build adaptive software employ different types of properties to capture relevant aspects of the system's run-time behavior. On the one hand, contr…