Amortized Network Intervention to Steer the Excitatory Point Processes

arXiv:2310.04159v2 Announce Type: replace
Abstract: Excitatory point processes (i.e., event flows) occurring over dynamic graphs (i.e., evolving topologies) provide a fine-grained model to capture how discrete events may spread over time and space. How to effectively steer the event flows by modifying the dynamic graph structures presents an interesting problem, motivated by curbing the spread of infectious diseases through strategically locking down cities to mitigating traffic congestion via traffic light optimization. To address the intricacies of planning and overcome the …

abstract arxiv cs.lg dynamic event events fine-grained graph graphs network processes space type