IEEE

RCIF: Toward Robust Distributed DNN Collaborative Inference Under Highly Lossy IoT Networks

Abstract: With the rapid growth of the number of devices generating and collecting data, there has been a surge in the large-scale emergence of artificial intelligence (AI) applications predicated on ...
IEEE

RL-Agent-based Early-Exit DNN Architecture Search Framework

Abstract: This paper introduces a Reinforcement Learning (RL)-based framework for optimizing early-exit configurations in Deep Neural Networks (DNNs). By integrating RL with BranchyNet-inspired ...