Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will includ ....Designing Learning Spaces for Diversity, Inclusion and Participation. This project aims to provide evidence-based guidance on how to design and/or modify mainstream schools to make it easier for students with disabilities to participate. It seeks to inform architects, educators, and policy makers about disabled students' spatial requirements and to develop strategies and tools to support the process of co-designing schools with people with lived experience of disability. The outcomes will include an inclusive learning spaces design framework. This is expected to benefit all students' access and meaningful involvement in learning through the development of more inclusive learning spaces. The research is significant because it integrates previously dissociated knowledge from architecture, education and health.Read moreRead less
Data Complexity and Uncertainty-Resilient Deep Variational Learning. Enterprise data present increasingly significant characteristics and complexities, such as multi-aspect, heterogeneous and hierarchical features and interactions, and evolving dependencies and multi-distributions. They continue to significantly challenge the state-of-the-art probabilistic and neural learning systems with limited to insufficient capabilities and capacity. This research aims to develop a theory of flexible deep v ....Data Complexity and Uncertainty-Resilient Deep Variational Learning. Enterprise data present increasingly significant characteristics and complexities, such as multi-aspect, heterogeneous and hierarchical features and interactions, and evolving dependencies and multi-distributions. They continue to significantly challenge the state-of-the-art probabilistic and neural learning systems with limited to insufficient capabilities and capacity. This research aims to develop a theory of flexible deep variational learning transforming new deep probabilistic models with flexible variational neural mechanisms for analytically explainable, complexity-resilient analytics of real-life data. The outcomes are expected to fill important knowledge gaps and lift critical innovation competencies in wide domains.Read moreRead less
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
The Promise of Justice. Justice is often framed as a human problem. How other species shape just or unjust futures is rarely considered. Biodiversity loss and modernisation programs can result in unequal suffering for Indigenous communities. Health inequalities, produced by microbial diseases, also disproportionately impact marginalsed peoples in developing countries. Collaborative ethnographic research in Indonesia will enable participants to reconceptualise justice and make policy reccomendati ....The Promise of Justice. Justice is often framed as a human problem. How other species shape just or unjust futures is rarely considered. Biodiversity loss and modernisation programs can result in unequal suffering for Indigenous communities. Health inequalities, produced by microbial diseases, also disproportionately impact marginalsed peoples in developing countries. Collaborative ethnographic research in Indonesia will enable participants to reconceptualise justice and make policy reccomendations in three arenas: 1) the environment, 2) human rights, and 3) health. New knowledge in cultural theory and multispecies studies will be generated through collaborations with distinguished international scholars and indigenous intellectuals.Read moreRead less
Encountering Crows: Living with wildlife in a changing world. This project will analyse the cultural and ethical issues that define human interactions with wildlife in the context of environmental and social change. It will fuse ethnography, philosophy and biology in an environmental humanities approach, through comparative studies.
Extinction stories: Inhabiting landscapes of loss in the Anthropocene. This project aims to explore the cultural, political and ethical dimensions of biodiversity loss in three of the world’s ‘extinction capitals’ in an age of mass extinction. Drawing on ethnographic research, philosophy and the natural sciences, the project asks how the loss of species and efforts to prevent these losses shape the contours of local people’s lives and the landscapes they inhabit. This project will also use a ser ....Extinction stories: Inhabiting landscapes of loss in the Anthropocene. This project aims to explore the cultural, political and ethical dimensions of biodiversity loss in three of the world’s ‘extinction capitals’ in an age of mass extinction. Drawing on ethnographic research, philosophy and the natural sciences, the project asks how the loss of species and efforts to prevent these losses shape the contours of local people’s lives and the landscapes they inhabit. This project will also use a series of creative storytelling interventions that aim to cultivate community understanding of why and how extinctions matter. The project also aims to benefit public environmental humanities through the development of resources.Read moreRead less
School retention through alternative schooling: towards a socially just approach to education. This project is concerned with how mainstream schools may become more socially just and inclusive of all young people through an analysis of alternative schools specifically designed for this purpose. Such a concern is critical for lifting school retention rates of marginalised young people and improving practices in all schools.
Social learning about predators: is it just Pavlovian conditioning? Australia has a strong tradition of studying the basic principles that control learning in animals and humans. In step with recent developments in animal cognitive research, Australia has begun to acquire an international reputation in cognitive ecology. By studying social learning within a controlled, but nevertheless ecological framework, the proposed research builds upon these strengths, while opening new research avenues. Fi ....Social learning about predators: is it just Pavlovian conditioning? Australia has a strong tradition of studying the basic principles that control learning in animals and humans. In step with recent developments in animal cognitive research, Australia has begun to acquire an international reputation in cognitive ecology. By studying social learning within a controlled, but nevertheless ecological framework, the proposed research builds upon these strengths, while opening new research avenues. Findings will attract international attention and contribute to enhancing Australia's research profile and its ability to attract overseas scientists. Charismatic animal behaviour research coupled with potential implications for wildlife management will help promote science careers amongst young Australian people.Read moreRead less
Is Maths for me? Understanding and promoting disadvantaged students' academic aspirations for Mathematics. The problem of persistent decline in participation in post-compulsory mathematics in Australian schools and universities has been aggravated when disadvantaged students are taken into consideration. However, know little as to how, why and under what circumstances disadvantaged students make decisions to quit or continue learning advanced Mathematics. To address this national challenge, thre ....Is Maths for me? Understanding and promoting disadvantaged students' academic aspirations for Mathematics. The problem of persistent decline in participation in post-compulsory mathematics in Australian schools and universities has been aggravated when disadvantaged students are taken into consideration. However, know little as to how, why and under what circumstances disadvantaged students make decisions to quit or continue learning advanced Mathematics. To address this national challenge, three related studies will explore systematically disadvantaged students’ academic aspirations during the early and senior secondary periods, track their development within dynamic interplay of individual, social and schooling influences, and explore effective schooling practices capable of sustaining aspirations in advanced Mathematics.Read moreRead less