Identifying shortest paths between nodes in a network is a common graph analysis problem
that is important for many applications involving routing of resources. An adversary that can …

With the growing reliance on driving direction applications that dynamically account for live
traffic updates, drivers are much more likely to act optimally, by taking the shortest path to …

Road navigation systems are important systems for pedestrians, drivers, and autonomous
vehicles. Routes provided by such systems can be unintuitive, and may not contribute to an …

Identifying shortest paths between nodes in a network is an important task in applications
involving routing of resources. Recent work has shown that a malicious actor can …

Well construction is the most expensive stage of oil field development. Oil and gas
companies carefully calculate all possible expenditures to assure that the project of well …

Abstract Graph Neural Network (GNN) research has produced strategies to modify a graph's
edges using gradients from a trained GNN, with the goal of network design. However, the …

**年来, 图深度学**模型面临的安全威胁日益严重, 相关研究表明, 推荐系统中恶意用户可以通过
诋毁, 女巫攻击等攻击手段轻易地对系统进行欺骗. 本文对现有基于图深度学**攻击工作进行 …

Graph Neural Network (GNN) research has produced strategies to modify a graph's edges
using gradients from a trained GNN, with the goal of network design. However, the factors …

Finding shortest paths in a given network (eg, a computer network or a road network) is a
well-studied task with many applications. We consider this task under the presence of an …