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Stefanos Koffas

3 accepted papers

2024

BAN: Detecting Backdoors Activated by Adversarial Neuron Noise

NeurIPS 2024poster

Backdoor attacks on deep learning represent a recent threat that has gained significant attention in the research community. Backdoor defenses are mainly based on backdoor inversion, which has been shown to be generic, model-agnostic, and applicable to practical threat scenarios. State-of-the-art b…

2023

Going in Style: Audio Backdoors Through Stylistic Transformations

ICASSP 2023accepted

This work explores stylistic triggers for backdoor attacks in the audio domain: dynamic transformations of malicious samples through guitar effects. We first formalize stylistic triggers – currently missing in the literature. Second, we explore how to develop stylistic triggers in the audio domain b…

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