Quantum Generative Diffusion Models for Molecular Research. This project will devise quantum generative diffusion models to equip classical counterparts with the ability to harness quantum data that naturally arise in molecular research. Theoretical foundations for analysing fast sampling methods with the help of inductive bias regarding the input data and employed circuits will validate efficient quantum generative diffusion models that have training and sampling advantages over classical count ....Quantum Generative Diffusion Models for Molecular Research. This project will devise quantum generative diffusion models to equip classical counterparts with the ability to harness quantum data that naturally arise in molecular research. Theoretical foundations for analysing fast sampling methods with the help of inductive bias regarding the input data and employed circuits will validate efficient quantum generative diffusion models that have training and sampling advantages over classical counterparts. Outcomes include applications in molecular conformation generation, compound screening, and drug design. The innovative research will significantly benefit Australia’s science, industry and health, and will maintain Australia’s global leading role in quantum machine learning and molecular research.Read moreRead less
Safe and accessible care for older survivors of psychological trauma. This project aims to improve the safety and accessibility of community aged care services for older survivors of psychological trauma, particularly those from diverse populations. We will co-design and test a practice framework that transforms the conceptual principles of trauma-informed care into actionable care behaviours and processes for implementation. Outcomes will include a world-first roadmap to guide implementation of ....Safe and accessible care for older survivors of psychological trauma. This project aims to improve the safety and accessibility of community aged care services for older survivors of psychological trauma, particularly those from diverse populations. We will co-design and test a practice framework that transforms the conceptual principles of trauma-informed care into actionable care behaviours and processes for implementation. Outcomes will include a world-first roadmap to guide implementation of trauma-informed aged care, as well for policy makers to regulate and monitor its delivery. The project will also increase knowledge about the priorities for change within aged care from the perspective of older trauma survivors, and improve understanding of how best to engage this group in co-design.Read moreRead less