Declarative Networks: Towards Robust and Explainable Deep Learning. The aim of this project is to develop declarative machine learning techniques that exploit inherent structure and models of the world. Deep learning has become the dominant approach for machine learning with many products and promises built on this technology. But deep learning is expensive, opaque, brittle and relies solely on human labelled data. This project intends to make deep learning more reliable by establishing theory a ....Declarative Networks: Towards Robust and Explainable Deep Learning. The aim of this project is to develop declarative machine learning techniques that exploit inherent structure and models of the world. Deep learning has become the dominant approach for machine learning with many products and promises built on this technology. But deep learning is expensive, opaque, brittle and relies solely on human labelled data. This project intends to make deep learning more reliable by establishing theory and algorithms that allow physical and mathematical models to be embedded within a deep learning framework, providing performance guarantees and interpretability. This would likely benefit machine learning based products that can understand the world and interact with humans naturally through vision and language.Read moreRead less
Automatic Authorities: Charting a Course for Legitimate AI. Public and private actors are increasingly using Artificial Intelligence (AI) to exercise power over citizens, who are increasingly unsure whether to accept that power. AI faces a crisis of legitimacy. This project aims to use technically- and empirically-grounded philosophy to make Australia a global leader in the study and design of legitimate AI. The project expects to launch and make fundamental progress in a new field: the Politica ....Automatic Authorities: Charting a Course for Legitimate AI. Public and private actors are increasingly using Artificial Intelligence (AI) to exercise power over citizens, who are increasingly unsure whether to accept that power. AI faces a crisis of legitimacy. This project aims to use technically- and empirically-grounded philosophy to make Australia a global leader in the study and design of legitimate AI. The project expects to launch and make fundamental progress in a new field: the Political Philosophy of AI. Expected outcomes include new strategies shared with industry and government partners for designing and deploying legitimate AI systems. Expected benefits include the opportunity to enjoy the public and private efficiencies enabled by AI, without compromising our freedom and equality.Read moreRead less
Children's displacement and humanitarian protection in the Global South. This Fellowship project aims to demonstrate how child protection is central to the dynamics of forced migration and the key to robust humanitarian programs in protracted crises. Through a comparison of operational measures in child marriage, trafficking, child labour, and sexual abuse, the research expects to develop new insights in humanitarian protection. Outcomes and benefits include a new theoretical framework of protec ....Children's displacement and humanitarian protection in the Global South. This Fellowship project aims to demonstrate how child protection is central to the dynamics of forced migration and the key to robust humanitarian programs in protracted crises. Through a comparison of operational measures in child marriage, trafficking, child labour, and sexual abuse, the research expects to develop new insights in humanitarian protection. Outcomes and benefits include a new theoretical framework of protection in emergencies and the design of scalable tools that offer actionable advice for policymakers and practitioners. The project will enhance Australia’s capacity to engage strategically in delivering humanitarian aid that contributes to children and young people’s meaningful protection in forced migration contexts.Read moreRead less
Strengthening political representation in an era of democratic change. This project aims to understand and strengthen how politicians represent their constituents. As trust in politics declines, there is more pressure on politicians to engage with citizens. Understanding how these demands are reshaping the representative work of politicians is crucial to building trust and legitimacy in modern democracies. By interviewing and observing Australian politicians, this research will build important k ....Strengthening political representation in an era of democratic change. This project aims to understand and strengthen how politicians represent their constituents. As trust in politics declines, there is more pressure on politicians to engage with citizens. Understanding how these demands are reshaping the representative work of politicians is crucial to building trust and legitimacy in modern democracies. By interviewing and observing Australian politicians, this research will build important knowledge about the dynamics, demands and practices of contemporary representation. A national and international audit of novel ways to engage constituents will lead to valuable resources that politicians and citizens can use to assess and improve representative relationships, enabling stronger democratic institutions.
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Feasibility in politics: Taking account of groups and institutions. This project aims to research feasibility in politics. Normative political discourse is pervaded by the use of claims about what is feasible and infeasible. The project will examine feasibility practices, the functions they serve, what is required to serve the functions effectively, how actual practices stack up, and how to improve them. It will fuse philosophical and empirical analysis; encompass three salient case studies (imm ....Feasibility in politics: Taking account of groups and institutions. This project aims to research feasibility in politics. Normative political discourse is pervaded by the use of claims about what is feasible and infeasible. The project will examine feasibility practices, the functions they serve, what is required to serve the functions effectively, how actual practices stack up, and how to improve them. It will fuse philosophical and empirical analysis; encompass three salient case studies (immigration, poverty and climate change); and engage practitioners, commentators and ordinary citizens. The project intends to inform the development of just and effective immigration, poverty and climate change policy, reflecting a better understanding of the role of feasibility in politics.Read moreRead less
Kin and connection: Ancient DNA between the science and the social. This project aims to capitalise on the emerging wealth of ancient DNA data to build bridges between social and scientific archaeologies. It expects to create new knowledge by integrating genetic data with social models of kinship, applying an innovative, cross-disciplinary methodology to the uniquely rich and well-documented archaeological record of prehistoric Europe. Expected outcomes include a new framework for understanding ....Kin and connection: Ancient DNA between the science and the social. This project aims to capitalise on the emerging wealth of ancient DNA data to build bridges between social and scientific archaeologies. It expects to create new knowledge by integrating genetic data with social models of kinship, applying an innovative, cross-disciplinary methodology to the uniquely rich and well-documented archaeological record of prehistoric Europe. Expected outcomes include a new framework for understanding past kinship and the formation of a new interdisciplinary and international research network. Significant benefits include increased value of legacy collections, capacity building in archaeology, and positioning Australia at the forefront of major developments in ancient DNA and archaeological science.Read moreRead less
Advancing resilience theory and practice for water resource management. Water resources in Australia and worldwide are under severe stress, for example from drought and water demand. This project aims to investigate how water and other natural resources can be managed to build resilience to such stresses. The project expects to develop advances in resilience theory that generate new model-based tools for resilient decision-making. These advances will be tested in a model of water resource manage ....Advancing resilience theory and practice for water resource management. Water resources in Australia and worldwide are under severe stress, for example from drought and water demand. This project aims to investigate how water and other natural resources can be managed to build resilience to such stresses. The project expects to develop advances in resilience theory that generate new model-based tools for resilient decision-making. These advances will be tested in a model of water resource management in north-central Victoria. Expected outcomes of the project include increased decision-maker capability to respond to threats to water and other natural resources. Such outcomes will help ensure the sustainability of increasingly highly stressed natural resources in Australia and worldwide.Read moreRead less