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
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
ARC Centre of Excellence for Quantum Computation and Communication Technology. The Centre for Quantum Computation and Communication Technology will coordinate a large team of Australian researchers in an intensive mission. Our aim is to integrate a radical and uniquely powerful Australian computing technology with an ultra-secure Australian communications technology. Our success will drive global productivity gains in information processing and ensure that Australians own the pivotal underpinnin ....ARC Centre of Excellence for Quantum Computation and Communication Technology. The Centre for Quantum Computation and Communication Technology will coordinate a large team of Australian researchers in an intensive mission. Our aim is to integrate a radical and uniquely powerful Australian computing technology with an ultra-secure Australian communications technology. Our success will drive global productivity gains in information processing and ensure that Australians own the pivotal underpinning intellectual property. Our technologies will provide Australia and its allies with the world's most secure information networks. Our discoveries will place Australia unequivocally at the very forefront of global research in quantum physicsRead moreRead less
ARC Communications Research Network. Building on a strong platform of existing research excellence, the Aim of the Network is to facilitate nation-wide collaborative research, promoting four intersecting research Themes: Mobile and Wireless Communications, Rural Communications, Broadband and Optical Networks, and Fundamentals of Emerging Media. Each Theme is formulated to drive multidisciplinary, innovative research as well as inspire new collaborative initiatives. Four Programs encapsulate the ....ARC Communications Research Network. Building on a strong platform of existing research excellence, the Aim of the Network is to facilitate nation-wide collaborative research, promoting four intersecting research Themes: Mobile and Wireless Communications, Rural Communications, Broadband and Optical Networks, and Fundamentals of Emerging Media. Each Theme is formulated to drive multidisciplinary, innovative research as well as inspire new collaborative initiatives. Four Programs encapsulate the core activities of the Network: Researcher Mobility, Workshops and Conferences, Postgraduate Education, and Knowledge Management Systems. The Network is expected to add significant value to pre-existing investments and raise the profile of Australian telecommunications research.Read moreRead less
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE0347247
Funder
Australian Research Council
Funding Amount
$400,000.00
Summary
Optical and Microwave Free-Space Communications Development and Test Facility. Our aim is to upgrade the capability of the University of Canberra, Monash University, the RMIT University and The University of New South Wales at ADFA to collaborate in the development and testing of next generation ultra-broadband telecommunications and data-communications devices and systems. We will augment existing instrumentation at each of the institutions to enable the collaborative development, testing and ....Optical and Microwave Free-Space Communications Development and Test Facility. Our aim is to upgrade the capability of the University of Canberra, Monash University, the RMIT University and The University of New South Wales at ADFA to collaborate in the development and testing of next generation ultra-broadband telecommunications and data-communications devices and systems. We will augment existing instrumentation at each of the institutions to enable the collaborative development, testing and system integration of high capacity free-space optical and microwave components. Experimental systems will be tested in the free-space optical communications range and satellite earth station complex situated on the University of Canberra campus.Read moreRead less
Designing Distributed Intrusion Detection Systems for Critical Industrial Infrastructures. SCADA systems are computerized systems that control and monitor industrial and critical infrastructures, such as power grid, gas and water facilities and nuclear power plants. Many cyber-attacks on SCADA systems make such systems vulnerable. Also there is an increasing risk that SCADA vulnerabilities could be exploited by terrorist organizations. The security of SCADA systems of critical infrastructures ha ....Designing Distributed Intrusion Detection Systems for Critical Industrial Infrastructures. SCADA systems are computerized systems that control and monitor industrial and critical infrastructures, such as power grid, gas and water facilities and nuclear power plants. Many cyber-attacks on SCADA systems make such systems vulnerable. Also there is an increasing risk that SCADA vulnerabilities could be exploited by terrorist organizations. The security of SCADA systems of critical infrastructures has enormous and direct impact to our national security, economy and social life because of potential disasters that could happen from natural causes as well as malicious attacks. This project aims to investigate the relevant issues and provide efficient and reliable technological solutions to detect and prevent such problems.Read moreRead less
Developing smart embedded host-based intrusion detection systems. Computer intrusion is a major concern in many places. It is estimated that cybercrime cost firms US$1 trillion globally in 2008. Many serious cyber attacks, including cyber espionage, do not generate significant network traffic and can easily penetrate network-based intrusion detection systems (NIDS). Such attacks often attempt to compromise individual hosts and hence they are best detected at the host level. We aim to design i ....Developing smart embedded host-based intrusion detection systems. Computer intrusion is a major concern in many places. It is estimated that cybercrime cost firms US$1 trillion globally in 2008. Many serious cyber attacks, including cyber espionage, do not generate significant network traffic and can easily penetrate network-based intrusion detection systems (NIDS). Such attacks often attempt to compromise individual hosts and hence they are best detected at the host level. We aim to design innovative host-based IDS, as a complement to the NIDS, to address this issue. The outcomes of this project will strengthen the national capability to resist attacks by criminals and terrorists on Australian networked critical infrastructures and also enhance the global competitiveness of Australia’s information technology industry.Read moreRead less
Detecting Supervisory Control and Data Access (SCADA) malicious programs to protect Australian critical infrastructure. The security of SCADA systems has enormous impact to our national security and economy because they control and monitor critical infrastructure, like power, gas and water facilities and nuclear power plants, etc. This project aims to investigate the security issues and provide innovative technological solutions to detect and prevent such problems.
Linkage Infrastructure, Equipment And Facilities - Grant ID: LE0346889
Funder
Australian Research Council
Funding Amount
$670,000.00
Summary
Optical fibre fabrication and characterisation facility for next-generation photonics research. Australia is a world leader in photonics, underpinning the future of information communications technologies. ICT research demands the next generation of optical fibres; requiring high precision, state-of-the-art fibre fabrication and characterization equipment for advanced research into new photonic materials and technologies. OFTC is the keystone supplier of application specific optical fibre to alm ....Optical fibre fabrication and characterisation facility for next-generation photonics research. Australia is a world leader in photonics, underpinning the future of information communications technologies. ICT research demands the next generation of optical fibres; requiring high precision, state-of-the-art fibre fabrication and characterization equipment for advanced research into new photonic materials and technologies. OFTC is the keystone supplier of application specific optical fibre to almost all photonics related research and developing industry in Australia. New equipment will enable OFTC to lead innovation and a high level of excellence in research in fundamental science, new technologies, new fibre including non-linear and photonic-bandgap, fibre devices, lasers and amplifiers, and support commercial development in Australia.Read moreRead less