Domenico Talia

TinyTTA: Efficient Test-time Adaptation via Early-exit Ensembles on Edge Devices

The increased adoption of Internet of Things (IoT) devices has led to the generation of large data streams with applications in healthcare, sustainability, and robotics. In some cases, deep neural networks have been deployed directly on these resource-constrained units to limit communication overhea…