1 citations · 2 across the 10 of their papers we have counts for
11 papers
BadDet+: Robust Backdoor Attacks for Object Detection
Kealan Dunnett, Reza Arablouei, Dimity Miller +2
Backdoor attacks pose a severe threat to deep learning, yet their impact on object detection remains poorly understood compared to image classification. While attacks have been pro…
Backdoor Mitigation via Invertible Pruning Masks
Kealan Dunnett, Reza Arablouei, Dimity Miller +2
Model pruning has gained traction as a promising defense strategy against backdoor attacks in deep learning. However, existing pruning-based approaches often fall short in accurate…
Countering Backdoor Attacks in Image Recognition: A Survey and Evaluation of Mitigation Strategies
Kealan Dunnett, Reza Arablouei, Dimity Miller +2
The widespread adoption of deep learning across various industries has introduced substantial challenges, particularly in terms of model explainability and security. The inherent c…
Unlearning Backdoor Attacks through Gradient-Based Model Pruning
Kealan Dunnett, Reza Arablouei, Dimity Miller +2
In the era of increasing concerns over cybersecurity threats, defending against backdoor attacks is paramount in ensuring the integrity and reliability of machine learning models.…
PlexiChain: A Secure Blockchain-based Flexibility Aggregator Framework
Samuel Karumba, Salil S. Kanhere, Raja Jurdak +1
Flexible resources in built environments are seen as a low-cost opportunity for delivering grid management services. Consequently, the centralised aggregator model, where the aggre…
Trust and Reputation Management for Blockchain-enabled IoT
Guntur Dharma Putra, Sidra Malik, Volkan Dedeoglu +2
In recent years, there has been an increasing interest in incorporating blockchain for the Internet of Things (IoT) to address the inherent issues of IoT, such as single point of f…
A Trusted, Verifiable and Differential Cyber Threat Intelligence Sharing Framework using Blockchain
Kealan Dunnett, Shantanu Pal, Guntur Dharma Putra +2
Cyber Threat Intelligence (CTI) is the knowledge of cyber and physical threats that help mitigate potential cyber attacks. The rapid evolution of the current threat landscape has s…
Towards Blockchain-based Trust and Reputation Management for Trustworthy 6G Networks
Guntur Dharma Putra, Volkan Dedeoglu, Salil S Kanhere +1
6G is envisioned to enable futuristic technologies, which exhibit more complexities than the previous generations, as it aims to bring connectivity to a large number of devices, ma…
What's in the Black Box? The False Negative Mechanisms Inside Object Detectors
Dimity Miller, Peyman Moghadam, Mark Cox +2
In object detection, false negatives arise when a detector fails to detect a target object. To understand why object detectors produce false negatives, we identify five 'false nega…
Device Identification in Blockchain-Based Internet of Things
Ali Dorri, Clemence Roulin, Shantanu Pal +3
In recent years blockchain technology has received tremendous attention. Blockchain users are known by a changeable Public Key (PK) that introduces a level of anonymity, however, s…
Conditional Randomization Rank Test
Yanjie Zhong, Todd Kuffner, Soumendra Lahiri
We propose a new method named the Conditional Randomization Rank Test (CRRT) for testing conditional independence of a response variable Y and a covariate variable X, conditional o…