Search Results for author: Kevin A. Larson

Found 2 papers, 0 papers with code

DeepADMR: A Deep Learning based Anomaly Detection for MANET Routing

no code implementations24 Jan 2023 Alex Yahja, Saeed Kaviani, Bo Ryu, Jae H. Kim, Kevin A. Larson

We developed DeepADMR, a novel neural anomaly detector for the deep reinforcement learning (DRL)-based DeepCQ+ MANET routing policy.

Anomaly Detection

Robust and Scalable Routing with Multi-Agent Deep Reinforcement Learning for MANETs

no code implementations9 Jan 2021 Saeed Kaviani, Bo Ryu, Ejaz Ahmed, Kevin A. Larson, Anh Le, Alex Yahja, Jae H. Kim

To the best of our knowledge, this is the first successful demonstration of MADRL for the MANET routing problem that achieves and maintains a high degree of scalability and robustness even in the environments that are outside the trained range of scenarios.

Q-Learning reinforcement-learning +1

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