Defending AI based FinTech Systems against Model Extraction Attacks. This project aims to develop new methods for defending artificial intelligence (AI) based FinTech systems from highly potent and insidious model extraction attacks whereby an adversary can steal the AI model from the system to cause intellectual property (IP) violation, business advantage disruption, and financial loss. This can be achieved by examining various attack models, creating active and utility-preserving defences, and ....Defending AI based FinTech Systems against Model Extraction Attacks. This project aims to develop new methods for defending artificial intelligence (AI) based FinTech systems from highly potent and insidious model extraction attacks whereby an adversary can steal the AI model from the system to cause intellectual property (IP) violation, business advantage disruption, and financial loss. This can be achieved by examining various attack models, creating active and utility-preserving defences, and inventing non-removable watermarks on AI models. The outcomes are new tools for securing AI-based FinTech systems before deployment and tools for IP violation forensics post-deployment. Such capabilities are beneficial by improving the security and safety of FinTech systems and other nationally critical AI systems.Read moreRead less
New information access technologies for people with intellectual disability. New information access technologies for people with intellectual disability. This project aims to co-design a social, interactive and visual internet search interface for people with intellectual disability. Enabling choice and independence is key to the new National Disability Insurance Scheme, but people with intellectual disability are effectively excluded from much of the Web. This project will investigate ways to a ....New information access technologies for people with intellectual disability. New information access technologies for people with intellectual disability. This project aims to co-design a social, interactive and visual internet search interface for people with intellectual disability. Enabling choice and independence is key to the new National Disability Insurance Scheme, but people with intellectual disability are effectively excluded from much of the Web. This project will investigate ways to access and provide information using technologies such as interactive avatars, virtual worlds and trusted social support. New interfaces will enable people with intellectual disability to inform themselves, make choices and foster their social inclusion. Expected outcomes are new search interface technology, a theoretical framework and new Web accessibility guidelines.Read moreRead less
Information Systems (IS)-Impact utility and intuitiveness: a rigorous approach to relevance. This study aims to evaluate the key elements of models used in design science to assess the impact of information systems. The work will examine the extent to which rigour and relevance are incorporated into these models.
Software debuggers for next generation heterogeneous supercomputers. Supercomputing underpins a wide range of areas of importance to the Australian economy; mining, agriculture, engineering and medical research to name a few. It is of critical importance that software solutions in these areas behave correctly. This project will develop software tools and techniques to help locate errors in such applications.
Software mediated process assessment in IT service management: development and evaluation of standards-based tools to facilitate continual improvement. Improvements in information technology (IT) services will benefit the Australian business community as organisations today are almost totally dependent on IT to survive. The implementation of IT service management standards reduces IT downtime as well as improving IT service quality and customer satisfaction. Private and public sector organisatio ....Software mediated process assessment in IT service management: development and evaluation of standards-based tools to facilitate continual improvement. Improvements in information technology (IT) services will benefit the Australian business community as organisations today are almost totally dependent on IT to survive. The implementation of IT service management standards reduces IT downtime as well as improving IT service quality and customer satisfaction. Private and public sector organisations will benefit as the developed tool will enable self-assessment of capability in line with international standards. In addition, the project will validate and transition emerging standards into industry, placing Australia at the forefront of adoption and use. Results will be fed back to the international standards community further enhancing Australia's reputation as a leader in IT standards development.Read moreRead less
Facilitating business process standardisation and reuse. One of the most pressing management challenges of today's organisations lies in the reuse and standardisation of best practices across different sectors, products or units. This project will develop an innovative open-source software platform and governance structure to efficiently and effectively support best practice standardisation and reuse.
Eat, cook, grow: Ubiquitous technology for sustainable food culture in the city. Raising people's awareness of healthy and ecological food options with nutritional data and educational information does not foster a sustained practice towards a more environmentally friendly food culture. This study seeks to develop a better understanding how to go beyond just informing and into supporting and sustaining action and change. Drawing on interaction design, ubiquitous computing and real- time informat ....Eat, cook, grow: Ubiquitous technology for sustainable food culture in the city. Raising people's awareness of healthy and ecological food options with nutritional data and educational information does not foster a sustained practice towards a more environmentally friendly food culture. This study seeks to develop a better understanding how to go beyond just informing and into supporting and sustaining action and change. Drawing on interaction design, ubiquitous computing and real- time information, the study will deliver research findings that inform viable new design approaches and information interfaces which will strengthen Australia's position to resolve the problems of obesity, malnutrition and ecological issues of mass food processing, and contribute to the sustainability of life in Australian cities.Read moreRead less
Engaging Augmented Reality on 3D Head Up Displays to Reduce Risky Driving. This project aims to reduce risky driving behaviours through novel augmented reality applications for three-dimensional head-up displays, making safe driving more engaging so that drivers will take less risk. Over 1 million people are killed and 50 million are seriously injured on roads each year worldwide. Risky driving behaviours (speeding and distracted driving) are major causes. This project intends to produce novel i ....Engaging Augmented Reality on 3D Head Up Displays to Reduce Risky Driving. This project aims to reduce risky driving behaviours through novel augmented reality applications for three-dimensional head-up displays, making safe driving more engaging so that drivers will take less risk. Over 1 million people are killed and 50 million are seriously injured on roads each year worldwide. Risky driving behaviours (speeding and distracted driving) are major causes. This project intends to produce novel in-car interaction design implementations, provide important visual design guidelines for future display technologies, and provide novel road safety interventions.Read moreRead less
Software Quality Improvement Through Static Analysis and Annotation. Software forms the basis of critical infrastructure that supports industries such as electronic commerce. Flaws in the software can lead to failure of the overall system, or allow the security mechanisms of the software to be by-passed. This project is developing methods to improve the quality of software by finding common flaws that lead to security vulnerabilities or runtime failures. Within Australia, it is estimated that th ....Software Quality Improvement Through Static Analysis and Annotation. Software forms the basis of critical infrastructure that supports industries such as electronic commerce. Flaws in the software can lead to failure of the overall system, or allow the security mechanisms of the software to be by-passed. This project is developing methods to improve the quality of software by finding common flaws that lead to security vulnerabilities or runtime failures. Within Australia, it is estimated that there are approximately 75,000 software developers who make substantial use of C/C++ and who could benefit from the availability of better automatic static analysis tools to improve both the quality of the code they produce and their productivity.Read moreRead less
Harmonized Messaging - A New Foundation for Automated Process Communication. Process communication, especially in web environments is characterized by complex interactions between heterogeneous and autonomous systems within the enterprise and often between trading partners. An overwhelming number of initiatives and proposals are underway to provide solutions for process specification and communication. However, the focus is often on defining APIs rather than the semantics of the underlying messa ....Harmonized Messaging - A New Foundation for Automated Process Communication. Process communication, especially in web environments is characterized by complex interactions between heterogeneous and autonomous systems within the enterprise and often between trading partners. An overwhelming number of initiatives and proposals are underway to provide solutions for process specification and communication. However, the focus is often on defining APIs rather than the semantics of the underlying message exchange. We see a great potential in changing the current messaging infrastructure to suit its new role in facilitating complex, long running interactions for collaborative processes operating in a decentralized environment. This envisaged next generation of messaging technology will extend its ability to support dynamic business processes in a web-centric environment. Providing a level of harmonisation to multiple messages to form a single custom definable backbone of a newly formed message stream, creates a highly challenging new research direction. There is a strong potential that the project outcomes will present a new way of overcoming well understood difficulties in dealing with multiple communicating processes owned by different partners and executing on disparate systems.Read moreRead less