A. Siwocha

Multiagent Dynamic Task Allocation Based on Graph Neural Reinforcement Learning Algorithm

A spatiotemporal topology-aware graph reinforcement learning (STA-GRL) framework that integrates a spatiotemporal gated graph attention (STGGA) module that employs a temporal gating mechanism to dynamically prioritize tasks with rapidly decaying deadlines to address multi-agent dynamic task allocation limitations.