AI RESEARCH
Lifecycle-Aware Federated Continual Learning in Mobile Autonomous Systems
arXiv CS.LG
•
ArXi:2604.20745v1 Announce Type: new Federated continual learning (FCL) allows distributed autonomous fleets to adapt collaboratively to evolving terrain types across extended mission lifecycles. However, current approaches face several key challenges: 1) they use uniform protection strategies that do not account for the varying sensitivities to forgetting on different network layers; 2) they focus primarily on preventing forgetting during