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
Discovery Early Career Researcher Award - Grant ID: DE170100477
Funder
Australian Research Council
Funding Amount
$380,000.00
Summary
The unintended consequences of foreign military training. This project aims to explore the effects of foreign military training on civil-military relations in recipient states. Developed countries are increasingly training developing countries’ militaries. While training is provided to promote traditional security goals, development, and stability, it may have unintended consequences including increasing the prospect of a coup. Using quantitative and qualitative methods, including case studies o ....The unintended consequences of foreign military training. This project aims to explore the effects of foreign military training on civil-military relations in recipient states. Developed countries are increasingly training developing countries’ militaries. While training is provided to promote traditional security goals, development, and stability, it may have unintended consequences including increasing the prospect of a coup. Using quantitative and qualitative methods, including case studies of the US and Australia, the project aims to explain the effects of these training programs, advance the understanding of civil-military relations and produce policy recommendations to improve outcomes of engagement with foreign militaries.Read moreRead less