Intelligent Technologies for Smart Cryptography. This project aims to improve cybersecurity by automating the process of generating cryptographic software for smart devices. The expected outcomes are tools that automatically produce efficient cryptographic software that resists attacks. The main benefit of this project is to reduce the amount of expert labour required when developing secure software.
Pacific Partners? The Australia-New Zealand alliance in the Pacific Islands. This project aims to investigate how alliances operate and why they endure using an in-depth analysis of the Australia-New Zealand alliance in the Pacific Islands, the region where the alliance has focused and in which there is growing strategic and policy interest. It intends to build a micro-level analysis of the influence of the behaviors and beliefs of individuals onto existing conceptual accounts. Informed by exten ....Pacific Partners? The Australia-New Zealand alliance in the Pacific Islands. This project aims to investigate how alliances operate and why they endure using an in-depth analysis of the Australia-New Zealand alliance in the Pacific Islands, the region where the alliance has focused and in which there is growing strategic and policy interest. It intends to build a micro-level analysis of the influence of the behaviors and beliefs of individuals onto existing conceptual accounts. Informed by extensive interviews, it expects to advance understanding of how the two states negotiate differences in approaches and interests while working together to preserve their security. It anticipates pinpointing strengths and vulnerabilities in the alliance and contributing to a more informed policy debate about how it should operate.Read moreRead less
The Proscription of Terrorist Organisations in Illiberal States . This project aims to investigate the use of anti-terrorism proscription powers in illiberal democracies after 2002. Although promulgated by the archetypal liberal institution – the United Nations – proscription powers are increasingly recognised as important tools of illiberal regimes in legitimising human rights abuses and suppressing political dissent. Using studies of Cameroon, Nigeria, Pakistan and Sri Lanka, the project expl ....The Proscription of Terrorist Organisations in Illiberal States . This project aims to investigate the use of anti-terrorism proscription powers in illiberal democracies after 2002. Although promulgated by the archetypal liberal institution – the United Nations – proscription powers are increasingly recognised as important tools of illiberal regimes in legitimising human rights abuses and suppressing political dissent. Using studies of Cameroon, Nigeria, Pakistan and Sri Lanka, the project explores the intersections of colonial proscription, UN anti–terrorism norms and illiberal regimes' security. The project will generate new comparative knowledge on the deployment of colonial instruments of control in the ‘war on terror’ and innovate conceptual insights into the global security politics of exclusion. Read moreRead less
Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify ....Build competency aware and assuring machine learning systems. Recent development in machine learning (ML) has seen ML models with extremely high prediction accuracy. However, to support human-machine partnership in decision-making in complex environments, beyond accuracy, it is essential for ML systems to be competency aware and reliable, and at the same time be exploratory. This project aims to develop novel techniques to equip a ML system with the ability to identify own competency, to justify its competency and decisions, to explore unknown situations and fully utilise existing expertise to deal with unknowns. The expected outcomes of the project will enable ML systems to become truely intelligent and reliable machine partners for human decision makers in a wide range of applications.Read moreRead less
Towards knowledge discovery from imperfect and evolving data. Information extraction from data is critical, both to analyse and protect consumer data. However, many learning techniques are developed using perfect, static datasets, quite different to messy, ever-changing real-world data. This project aims to develop data analytics techniques that can extract accurate information in complex structures from imperfect/incomplete data that changes over time. Expected outcomes are a prototype tool, te ....Towards knowledge discovery from imperfect and evolving data. Information extraction from data is critical, both to analyse and protect consumer data. However, many learning techniques are developed using perfect, static datasets, quite different to messy, ever-changing real-world data. This project aims to develop data analytics techniques that can extract accurate information in complex structures from imperfect/incomplete data that changes over time. Expected outcomes are a prototype tool, tested on real datasets, that combines new techniques in data modelling, algorithm development, and system design. Likely benefits are enhanced Australia's competence in data science through student training and new, robust data tools relevant to critical sectors such as cybersecurity, healthcare, and defence.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE200101577
Funder
Australian Research Council
Funding Amount
$427,116.00
Summary
Microarchitectural attacks and JavaScript: threats and defences. This project aims to improve cybersecurity by identifying and mitigating vulnerabilities in Internet-connected computers. Expected outcomes of this project include novel techniques for protecting web browsers and cloud server, to prevent them from inadvertent leaks of private or sensitive information. This should provide significant benefits, such as reduced risk of cyberattacks and improved privacy for web users.
Discovery Early Career Researcher Award - Grant ID: DE210101904
Funder
Australian Research Council
Funding Amount
$385,322.00
Summary
Next-Generation LIDAR with Novel Microresonator Frequency Combs. This project aims to develop the science that would enable a new low-cost laser radar (LIDAR) for imaging the world around us. LIDAR has applications in facial recognition, forestry and autonomous vehicles – our new device will uniquely offer the ability to work underwater thereby opening up new possibilities for maritime environmental and vehicle monitoring. Our approach exploits a new form of optical pulse propagation in precise ....Next-Generation LIDAR with Novel Microresonator Frequency Combs. This project aims to develop the science that would enable a new low-cost laser radar (LIDAR) for imaging the world around us. LIDAR has applications in facial recognition, forestry and autonomous vehicles – our new device will uniquely offer the ability to work underwater thereby opening up new possibilities for maritime environmental and vehicle monitoring. Our approach exploits a new form of optical pulse propagation in precisely shaped crystals to generate bespoke laser pulses that enable high-speed and precise ranging to targets of interest. The science behind these new types of optical pulses offers the ability for Australia to lead a new scientifically and industrially important field.Read moreRead less
Adolescents becoming delinquent online. The project aims to provide a longitudinal criminological study of adolescent Internet use in the world. The Internet is a pervasive influence in young people's lives and is increasingly viewed as a significant factor in the incidence of criminal activities including cyber-bullying, computer hacking and radicalisation. Using survey and interview methods over four years, the project will study how adolescents use the Internet daily, and particularly how thi ....Adolescents becoming delinquent online. The project aims to provide a longitudinal criminological study of adolescent Internet use in the world. The Internet is a pervasive influence in young people's lives and is increasingly viewed as a significant factor in the incidence of criminal activities including cyber-bullying, computer hacking and radicalisation. Using survey and interview methods over four years, the project will study how adolescents use the Internet daily, and particularly how this may enable or encourage delinquency on and off-line. This project is expected to benefit national security, law enforcement and crime prevention and enhance public safety and social cohesion.Read moreRead less
Deep visual understanding: learning to see in an unruly world. Deep Learning has achieved incredible success at an astonishing variety of Computer Vision tasks recently. This project aims to convey this success into the challenging domain of high-level image-based reasoning. It will extend deep learning to achieve flexible semantic reasoning about the content of images based on information gleaned from the huge volumes of data available on the Internet. The project expects to overcome one of the ....Deep visual understanding: learning to see in an unruly world. Deep Learning has achieved incredible success at an astonishing variety of Computer Vision tasks recently. This project aims to convey this success into the challenging domain of high-level image-based reasoning. It will extend deep learning to achieve flexible semantic reasoning about the content of images based on information gleaned from the huge volumes of data available on the Internet. The project expects to overcome one of the primary limitations of deep learning and will greatly increase its practical application to a range of industrial, cultural or health settings.Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE190100539
Funder
Australian Research Council
Funding Amount
$408,000.00
Summary
Towards conversational vision-based Artificial Intelligence. This project aims to develop a novel learning framework, Vision-Ask-Answer-Act (V3A). This framework will allow a machine to perform a sequence of actions via a conversation with human users, based on intricate processing of not just visual input, but human-computer verbal exchanges. Artificial intelligence has great potential as a tool for economic productivity and daily tasks. Applications in cars and assistant robots, still in their ....Towards conversational vision-based Artificial Intelligence. This project aims to develop a novel learning framework, Vision-Ask-Answer-Act (V3A). This framework will allow a machine to perform a sequence of actions via a conversation with human users, based on intricate processing of not just visual input, but human-computer verbal exchanges. Artificial intelligence has great potential as a tool for economic productivity and daily tasks. Applications in cars and assistant robots, still in their early days, typically require significant expertise to use effectively. The outcomes of this project will push the boundary of vision-language research to produce a conversational intelligent agent that can be easily used in common situations across industry, transport, the medical sector, and at home.Read moreRead less