Canaries and Whistles: Resilient Drone Communication Networks with (or without) Deep Reinforcement Learning

no code implementations • 8 Dec 2023 • Chris Hicks, Vasilios Mavroudis, Myles Foley, Thomas Davies, Kate Highnam, Tim Watson

Communication networks able to withstand hostile environments are critically important for disaster relief operations.

reinforcement-learning

GENNI: Visualising the Geometry of Equivalences for Neural Network Identifiability

1 code implementation • 14 Nov 2020 • Daniel Lengyel, Janith Petangoda, Isak Falk, Kate Highnam, Michalis Lazarou, Arinbjörn Kolbeinsson, Marc Peter Deisenroth, Nicholas R. Jennings

We propose an efficient algorithm to visualise symmetries in neural networks.

Real-Time Detection of Dictionary DGA Network Traffic using Deep Learning

1 code implementation • 28 Mar 2020 • Kate Highnam, Domenic Puzio, Song Luo, Nicholas R. Jennings

Botnets and malware continue to avoid detection by static rules engines when using domain generation algorithms (DGAs) for callouts to unique, dynamically generated web addresses.