8 papers
Implementing a White-Box Undetectable Backdoor for Random Fourier Features
Michael Collins, Jada Cumberland, Brianne Dunn +3
Goldwasser et al. showed that undetectable backdoors can be planted in machine learning models trained with the Random Fourier Features (RFF) algorithm, under a hardness assumption…
Human-AI Agent Interaction as a Neuroplastic Training Environment
Eranga Bandara, Ross Gore, Asanga Gunaratna +17
Interaction with AI agents has become one of the most frequent activities of everyday digital life. Whether conversing with an assistant, working with a coding copilot, or generati…
MindGap: A Conversational AI Framework for Upstream Neuroplastic Intervention in Post-Traumatic Stress Disorder
Eranga Bandara, Ross Gore, Asanga Gunaratna +16
Post-Traumatic Stress Disorder (PTSD) is fundamentally a neuroplastic problem traumatic contact events encode over-reactive neural pathways through Hebbian long-term potentiation,…
Think Before You Act -- A Neurocognitive Governance Model for Autonomous AI Agents
Eranga Bandara, Ross Gore, Asanga Gunaratna +12
The rapid deployment of autonomous AI agents across enterprise, healthcare, and safety-critical environments has created a fundamental governance gap. Existing approaches, runtime…
Toward Zero-Egress Psychiatric AI: On-Device LLM Deployment for Privacy-Preserving Mental Health Decision Support
Eranga Bandara, Asanga Gunaratna, Ross Gore +9
Privacy represents one of the most critical yet underaddressed barriers to AI adoption in mental healthcare -- particularly in high-sensitivity operational environments such as mil…
Polynomial Resource Classification of Quantum Circuit Familes via Classical Shadows
Andrew Maciejunes, Ross Gore, Sachin Shetty +1
We compare four polynomial-resource measurement strategies, (I) -basis-only, (II) nearest-neighbor (NN), (III) multi-basis (, , ), and (IV) classical shadows, for…
Quantum-Augmented AI/ML for O-RAN: Hierarchical Threat Detection with Synergistic Intelligence and Interpretability (Technical Report)
Tan Le, Van Le, Sachin Shetty
Open Radio Access Networks (O-RAN) enhance modularity and telemetry granularity but also widen the cybersecurity attack surface across disaggregated control, user and management pl…
Privacy-Aware Framework of Robust Malware Detection in Indoor Robots: Hybrid Quantum Computing and Deep Neural Networks
Tan Le, Van Le, Sachin Shetty
Indoor robotic systems within Cyber-Physical Systems (CPS) are increasingly exposed to Denial of Service (DoS) attacks that compromise localization, control and telemetry integrity…