Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capabili ....Exploiting Geometries of Learning for Fast, Adaptive and Robust AI. This project aims to uniquely exploit geometric manifolds in deep learning to advance the frontier of Artificial Intelligence (AI) research and applications in cybersecurity and general cognitive tasks. It expects to develop new theories, algorithms, tools, and technologies for machine learning systems that are fast, adaptive, lifelong and robust, even with limited supervision. Expected outcomes will enhance Australia's capability and competitiveness in AI, and deliver robust and trustworthy learning technology. The project should provide significant benefits not only in advancing scientific and translational knowledge but also in accelerating AI innovations, safeguarding cyberspace, and reducing the burden on defence expenses in Australia.Read moreRead less
Industrial Transformation Research Hubs - Grant ID: IH180100002
Funder
Australian Research Council
Funding Amount
$5,000,000.00
Summary
ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. Thes ....ARC Research Hub for Driving Farming Productivity and Disease Prevention. The ARC Research Hub for Driving Farming Productivity and Disease Prevention aims to increase farm production and disease prevention through advancing and transferring new artificial intelligence technologies into industrial deployment. The Hub will combine machine vision, machine learning, software quality control, engineering, biology, and farming industries to develop technologies to build more intelligent systems. These dynamic systems will help determine what goal to achieve and the most efficient plan to achieve it. This Hub is expected to contribute to higher farming efficiency, lower production costs and fewer disease risks, giving the Australian industry new business opportunities and an international competitive advantage.Read moreRead less
Precision Pollination: Data-driven enhancements to boost crop yield. The project aims to transform industrial crop pollination from an intuitive domain to one where decisions are based on sound data and best-practice principles. It proposes to achieve this modernisation of global pollination practice by developing novel technologies to operate a three-stage loop: honeybee pollination monitoring, simulation-based forecasting, and management. This is intended to ensure that the capability of honey ....Precision Pollination: Data-driven enhancements to boost crop yield. The project aims to transform industrial crop pollination from an intuitive domain to one where decisions are based on sound data and best-practice principles. It proposes to achieve this modernisation of global pollination practice by developing novel technologies to operate a three-stage loop: honeybee pollination monitoring, simulation-based forecasting, and management. This is intended to ensure that the capability of honeybees to provide essential ecosystem services is informed by transferable, standardised data acquisition and management techniques that maintain bee health and maximise pollination. The anticipated outcomes are higher fruit yields and quality, and a beneficial step-change in industry productivity and profitability.Read moreRead less
Global Citizen Deliberation: Analysing a Deliberative Documentary. The project will enact and film the world’s first truly global citizens’ deliberation, a global citizens’ assembly (GCA) on genome editing, and proceed to analyse the impact of the ‘deliberative documentary’ film on public understanding of complex, fast-evolving science and technology. It will investigate the cross-cultural capacity of citizens to deliberate complex value-laden issues, and so ascertain prospects for an informed g ....Global Citizen Deliberation: Analysing a Deliberative Documentary. The project will enact and film the world’s first truly global citizens’ deliberation, a global citizens’ assembly (GCA) on genome editing, and proceed to analyse the impact of the ‘deliberative documentary’ film on public understanding of complex, fast-evolving science and technology. It will investigate the cross-cultural capacity of citizens to deliberate complex value-laden issues, and so ascertain prospects for an informed global public response to challenges posed by genome editing. Research will test the effects of the deliberative documentary on viewers, examining benefits of communicating complex issues via the work of the GCA. Other benefits include improving public trust in governance and advancing the Australian film industry.
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An Empirical Study of Agenda Setting in the High Court of Australia. This project aims to undertake the first comprehensive study of institutional and individual factors that facilitate and constrain access to judicial power via the High Court’s agenda setting process, special leave. Using quantitative methods, the project expects to generate new and advanced knowledge about the High Court’s role as the gatekeeper of judicial power. Expected outcomes include foundational knowledge on the nature ....An Empirical Study of Agenda Setting in the High Court of Australia. This project aims to undertake the first comprehensive study of institutional and individual factors that facilitate and constrain access to judicial power via the High Court’s agenda setting process, special leave. Using quantitative methods, the project expects to generate new and advanced knowledge about the High Court’s role as the gatekeeper of judicial power. Expected outcomes include foundational knowledge on the nature and scope of access to judicial power in Australia via policy reports, scholarly articles and datasets. This should provide significant benefits such as important insights on the impact and influence of justices, litigants, lawyers, and governments on High Court’s decisions to grant or deny special leave to appeal.Read moreRead less
Special Research Initiatives - Grant ID: SR180100005
Funder
Australian Research Council
Funding Amount
$1,225,000.00
Summary
Remediation of PFAS contaminated soil using soil washing and immobilisation. This project aims to assess the applicability of soil washing and immobilisation as cost-effective techniques for the remediation of per- and poly-fluroalkyl substance (PFAS) contaminated Australian soils. The project expects to establish the efficacy of the remediation of a range of PFASs, including many polyfluorinated precursors of perfluorinated, chemically-persistent legacy pollutants which are of concern. The proj ....Remediation of PFAS contaminated soil using soil washing and immobilisation. This project aims to assess the applicability of soil washing and immobilisation as cost-effective techniques for the remediation of per- and poly-fluroalkyl substance (PFAS) contaminated Australian soils. The project expects to establish the efficacy of the remediation of a range of PFASs, including many polyfluorinated precursors of perfluorinated, chemically-persistent legacy pollutants which are of concern. The project will provide a scientific basis for understanding the benefits and limitations associated with soil washing and immobilisation techniques and a more comprehensive understanding of future liabilities associated with formation of PFASs from precursors remaining in remediated soils. Collaboration with stakeholders will ensure benefits are captured both commercially and environmentally, as well as removing a potential and on-going health threat to communities exposed to these contaminants.Read moreRead less
Using pollinators to optimise plant conservation translocation. This project aims to address the low success rate of conservation translocations of threatened orchids. While pollinators are critical for plant reproduction, they are very rarely considered when establishing new populations of endangered species. Our innovative approach to conservation translocation involves using pollinators in site selection, developing strategies to mitigate risks of hybridisation, and optimising plant reproduct ....Using pollinators to optimise plant conservation translocation. This project aims to address the low success rate of conservation translocations of threatened orchids. While pollinators are critical for plant reproduction, they are very rarely considered when establishing new populations of endangered species. Our innovative approach to conservation translocation involves using pollinators in site selection, developing strategies to mitigate risks of hybridisation, and optimising plant reproduction through planting design. The key outcome will be best-practice protocols to fast-track the establishment of self-sustaining populations. Due to their novelty, the approaches we develop will benefit plant translocations worldwide, and lead to enhanced conservation outcomes at reduced financial cost. Read moreRead less
The coming of the dingo and its interaction with Indigenous Australians. This project will identify more precisely the time of the entry of dingoes into Australia and will investigate their impact on the lives of Indigenous Australians. Archaeological and anthropological evidence suggests that Indigenous people rapidly incorporated dingoes into their lives. Dingoes were used for a variety of purposes and were particularly valued as hunters by women, effectively increasing their access to meat. ....The coming of the dingo and its interaction with Indigenous Australians. This project will identify more precisely the time of the entry of dingoes into Australia and will investigate their impact on the lives of Indigenous Australians. Archaeological and anthropological evidence suggests that Indigenous people rapidly incorporated dingoes into their lives. Dingoes were used for a variety of purposes and were particularly valued as hunters by women, effectively increasing their access to meat. Impact would include a re-organisation of gender roles and an associated improvement in women's fecundity. By examining evidence for such changes, this project will significantly contribute to knowledge about implications of the arrival of a living technology in Australia and, more generally, the human/dog relationship.Read moreRead less
Women in Local Government: Understanding their Political Trajectories. This project aims to investigate the chronic under representation of women in Australian politics through a local government lens. It expects to generate new knowledge about barriers to female political representation, their political performance and pathways to higher tiers of elected office. By following men and women councillors across an election cycle, this research seeks to robustly compare and measure women's experienc ....Women in Local Government: Understanding their Political Trajectories. This project aims to investigate the chronic under representation of women in Australian politics through a local government lens. It expects to generate new knowledge about barriers to female political representation, their political performance and pathways to higher tiers of elected office. By following men and women councillors across an election cycle, this research seeks to robustly compare and measure women's experiences of local politics to develop a new framework to map and address obstacles preventing political equity. Expected outcomes include theoretical advances and a 'best practice' guide for achieving parity.This should provide significant public benefits by advancing female participation across all levels of governments.
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Understanding the role of trauma in alcohol and other drug-related problems. This project aims to investigate the relationship between trauma and alcohol and other drug (AOD)-related problems. Using a robust set of qualitative and ethnographic methods, the project expects to advance international knowledge on how experiences of trauma influence AOD consumption, and the diverse factors that shape variation in experience and outcomes for individuals. Expected outcomes include targeted recommendati ....Understanding the role of trauma in alcohol and other drug-related problems. This project aims to investigate the relationship between trauma and alcohol and other drug (AOD)-related problems. Using a robust set of qualitative and ethnographic methods, the project expects to advance international knowledge on how experiences of trauma influence AOD consumption, and the diverse factors that shape variation in experience and outcomes for individuals. Expected outcomes include targeted recommendations to improve AOD responses, policy and trauma-informed AOD care, and increased capacity of the Australian health workforce to respond to trauma and AOD-related problems. This should provide significant benefit by reducing the harms, and economic and social costs associated with AOD consumption.Read moreRead less