On-site and comprehensive technology for chemical weapons, toxins and drugs. This project aims to evaluate and validate broad capabilities of advanced chemical profiling using benchtop and portable gas chromatography–mass spectrometry for forensic applications. Establishing guidelines for sampling various matrices, key performance measures, and improving chemical and residue identification for drug profiling in clandestine laboratories and public venues, chemical warfare agents, and chemical tox ....On-site and comprehensive technology for chemical weapons, toxins and drugs. This project aims to evaluate and validate broad capabilities of advanced chemical profiling using benchtop and portable gas chromatography–mass spectrometry for forensic applications. Establishing guidelines for sampling various matrices, key performance measures, and improving chemical and residue identification for drug profiling in clandestine laboratories and public venues, chemical warfare agents, and chemical toxins is expected. Anticipated outcomes for project partners in defence and policing include detailed knowledge of sample and residue composition and on-site assessment of chemical risks with immediate feedback. Benefits should include improved community and security services safety by enhanced detection of harmful substances.Read moreRead less
Privacy-preserving data processing on the cloud. This project aims to address the current lack of privacy of user data processed by common cloud computing web servers, including email, business data, and confidential files. This project aims to develop new techniques in cryptography. The anticipated outcome is a suite of practical tools enabling common cloud computing processing operations such as search, statistical analysis, and multi-user access control, to be performed efficiently while pres ....Privacy-preserving data processing on the cloud. This project aims to address the current lack of privacy of user data processed by common cloud computing web servers, including email, business data, and confidential files. This project aims to develop new techniques in cryptography. The anticipated outcome is a suite of practical tools enabling common cloud computing processing operations such as search, statistical analysis, and multi-user access control, to be performed efficiently while preserving the data privacy. These tools should provide significant benefits to the privacy of cloud users, as well as financial and reputation benefits to the IT industry, by significantly reducing the likelihood of massive user data privacy breaches in the event of a cyber-hacking attack on the cloud server.Read moreRead less
MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) ne ....MemberGuard: Protecting Machine Learning Privacy from Membership Inference. Machine Learning has become a core part of many real-world applications. However, machine learning models are vulnerable to membership inference attacks. In these attacks, an adversary can infer if a given data record has been part of the model's training data. In this project, the team aims to develop new techniques that can be used to counter these attacks, such as 1) new analytical models for membership leakage, 2) new methods for susceptibility diagnosis, 3) new defences that leverage privacy and utility. Data-oriented services are estimated to be valuable assets in the future. These techniques can help Australia gain cutting edge advantage in machine learning security and privacy and protect its intellectual property on these services.Read moreRead less
DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting th ....DeepHoney: Automatic Honey Data Generation for Active Cyber Defence . This project aims to enhance the security of networks and information systems by empowering them with intelligent deception techniques to achieve proactive attack detection and defence. In recent times, the fictitious environment – honeypot designed by human experience becomes popular to attract attackers and capture their interactions. However, rules-based construction of honeypots fails in preserving the privacy, boosting the attractiveness and evolving the system. The project expects to advance deep learning and yield novel DeepHoney technologies with associated publications and open-source software. This should benefit science, society, and the economy by building the next generation of active cyber defence systems. Read moreRead less
The role of community sponsorship for refugee resettlement in Australia . This Project aims to conduct the first large-scale comparative study of community or private sponsorship of refugee resettlement in Australia and other jurisdictions. It will generate ground-breaking insights into Australia’s role historically in community sponsorship of refugee resettlement and identify the legal and policy background of current successful community sponsorship programs. Expected outcomes include clarity ....The role of community sponsorship for refugee resettlement in Australia . This Project aims to conduct the first large-scale comparative study of community or private sponsorship of refugee resettlement in Australia and other jurisdictions. It will generate ground-breaking insights into Australia’s role historically in community sponsorship of refugee resettlement and identify the legal and policy background of current successful community sponsorship programs. Expected outcomes include clarity and policy guidance about how community or private sponsorship is understood, conceived and implemented globally; and better knowledge about the motives of community sponsors. This Project will position Australia as a world leader in practice and research on community or private sponsorship for refugee resettlement. Read moreRead less