Tianqi Zhao

Integrating Goal Model into Rule-Based Adaptation

2016

Goal-oriented adaptation provides a powerful mechanism to develop self-adaptive systems, enabling systems to keep satisfying user goals in a dynamically changing environment. The goal-oriented approach normally reduces the adaptation planning as a global optimization process …

TriStack: Efficient Stackelberg Game-Based Offloading for Cloud-Edge-Terminal Computing

2024

Cloud-edge-terminal computing has become a promising approach to improve resource utilization and service for communication and network applications. It is crucial to rationalize task offloading and resource allocation to better satisfy quality of experience (QoE). …

GNN-MultiFix: Addressing the pitfalls for GNNs for multi-label node classification

2024 · arXiv (Cornell University)

Graph neural networks (GNNs) have emerged as powerful models for learning representations of graph data showing state of the art results in various tasks. Nevertheless, the superiority of these methods is usually supported by either …