298 citations
- UNSW SydneyAU7 papers
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- Centre National de la Recherche ScientifiqueFR3 papers
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6 papers · 1 filter
Learning to Deceive in Multi-Agent Hidden Role Games
Matthew Aitchison, Lyndon Benke, Penny Sweetser
Deception is prevalent in human social settings. However, studies into the effect of deception on reinforcement learning algorithms have been limited to simplistic settings, restri…
Swarm Analytics: Designing Information Markers to Characterise Swarm Systems in Shepherding Contexts
Adam Hepworth, Aya Hussein, Darryn Reid +1
Contemporary swarm indicators are often used in isolation, focused on extracting information at the individual or collective levels. Consequently, these are seldom integrated to in…
Transferable Graph Backdoor Attack
Shuiqiao Yang, Bao Gia Doan, Paul Montague +5
Graph Neural Networks (GNNs) have achieved tremendous success in many graph mining tasks benefitting from the message passing strategy that fuses the local structure and node featu…
A Differentially Private Framework for Deep Learning with Convexified Loss Functions
Zhigang Lu, Hassan Jameel Asghar, Mohamed Ali Kaafar +2
Differential privacy (DP) has been applied in deep learning for preserving privacy of the underlying training sets. Existing DP practice falls into three categories - objective per…
Mean first-passage time to a small absorbing target in three-dimensional elongated domains
Denis S. Grebenkov, Alexei T. Skvortsov
We derive an approximate formula for the mean first-passage time (MFPT) to a small absorbing target of arbitrary shape inside an elongated domain of a slowly varying axisymmetric p…
Adversarial Decisions on Complex Dynamical Systems using Game Theory
Andrew C. Cullen, Tansu Alpcan, Alexander C. Kalloniatis
We apply computational Game Theory to a unification of physics-based models that represent decision-making across a number of agents within both cooperative and competitive process…