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
The Language of Knowledge. Knowledge is central to our lives. The way we attribute knowledge to others governs whom we trust, how we reason, what we do, and whether we succeed. The significance of this project consists in a deeper understanding of our attributions of knowledge, situated within the context of questions. This project offers the benefits of quality foundational research in an interdisciplinary venue. It connects to a range of areas of National Research Priority including An Environ ....The Language of Knowledge. Knowledge is central to our lives. The way we attribute knowledge to others governs whom we trust, how we reason, what we do, and whether we succeed. The significance of this project consists in a deeper understanding of our attributions of knowledge, situated within the context of questions. This project offers the benefits of quality foundational research in an interdisciplinary venue. It connects to a range of areas of National Research Priority including An Environmentally Sustainable Australia, Promoting and Managing Good Health, and Frontier Technologies for Building and Transforming Australian Industries, insofar as all of these areas of National Research Priority are concerned with the acquisition and transfer of knowledge.Read moreRead less
Mega spatial-scale, multi time-scale, ensemble assessment of climate change driven coastal change in South Eastern Australia. Climate change driven variations in mean sea level, storm surges, and waves will change the world's coastline. This project will, for the first time, develop innovative modelling methods to quantify the integrated impact of these climate drivers on coastal erosion along Australia's most developed and populated coastline: Sydney to Brisbane.
Unlocking the missing Millennia of mainland Southeast Asia. This project will reveal the prehistoric transition from Neolithic to Bronze Age in South and Southeast Asia, the missing Millennia of the archaeological record. Sophisticated linguistic analyses, facilitated by innovative computational methods and bioinformatics, reconstruct the languages, migrations, and societies of the region’s oldest cultures
Understanding human history in Asia through linguistic analysis. This project aims to advance understanding of Australia's position in Asia and stimulate the research culture in linguistics. New research methodologies will advance knowledge and improve Australia's research skill base. Sharing expertise will strengthen institutional ties between Australia and its neighbours.
Intellectual property and climate change: inventing clean technologies. By providing recommendations about intellectual property law, policy and practice to policy-makers and stakeholders, this project will promote research and development of clean technologies in Australia. It will also facilitate the transfer of such technologies in Australia and to developing countries and least developed countries.
Engineering Artificial Intelligence: A Spatial Representation and Reasoning Perspective. Spatial information is important in areas of national interest such as mining and exploration, environmental monitoring and planning, emergency response, and defence. Mission control centres, for instance, receive different forms of spatial data from satellites, radar, or people on the ground. They have to process the input data and make intelligent decisions in a very limited time. Intelligent systems that ....Engineering Artificial Intelligence: A Spatial Representation and Reasoning Perspective. Spatial information is important in areas of national interest such as mining and exploration, environmental monitoring and planning, emergency response, and defence. Mission control centres, for instance, receive different forms of spatial data from satellites, radar, or people on the ground. They have to process the input data and make intelligent decisions in a very limited time. Intelligent systems that are able to assist with processing different forms of spatial data efficiently and that offer reliable decision support are essential for improving the quality and reliability of such applications. This research enables future intelligent systems with these capabilities. This will directly benefit applications in areas of national interest.Read moreRead less
Reading at the interface: literatures, cultures, technologies. This project intends to use massively expanded digital evidence of reception to investigate a central insight of cultural criticism - that meaning is produced through interactions between texts, contexts and readers. The project expects to generate new knowledge of literary culture and digital approaches to research in the humanities. The project will employ new digital evidence and methods to explore general and professional readi ....Reading at the interface: literatures, cultures, technologies. This project intends to use massively expanded digital evidence of reception to investigate a central insight of cultural criticism - that meaning is produced through interactions between texts, contexts and readers. The project expects to generate new knowledge of literary culture and digital approaches to research in the humanities. The project will employ new digital evidence and methods to explore general and professional reading in concert. Mapping the impact of new media on reception of Australian literature should provide significant social and disciplinary benefits in fostering literary research capable of engaging diverse publics and responding effectively to policy demands to demonstrate impact.Read moreRead less
Linking Stress Tolerance to Molecular Evolution of Grass Stomata. Salinity and drought are two detrimental environmental stresses, affecting agricultural productivity and ecosystem health in Australia and around the world. This project will focus on the evolutionary, physiological and molecular aspects of stomatal regulation between wheat, barley and their wild relatives for salinity and drought tolerance. This project will advance the scientific knowledge in the evolution of stomatal regulation ....Linking Stress Tolerance to Molecular Evolution of Grass Stomata. Salinity and drought are two detrimental environmental stresses, affecting agricultural productivity and ecosystem health in Australia and around the world. This project will focus on the evolutionary, physiological and molecular aspects of stomatal regulation between wheat, barley and their wild relatives for salinity and drought tolerance. This project will advance the scientific knowledge in the evolution of stomatal regulation in two staple crops wheat and barley. The project will also assist plant breeders with increasing crop salinity and drought tolerance for global food security.Read moreRead less
The hidden secondary metabolite biosynthetic potential of fungi. This proposal aims to develop synthetic biology tools to allow rapid access to the hidden metabolites encoded in fungal genomes and discover how they interact with plant and animal hosts. Genome sequencing reveals that fungi harbour vast hidden potential for biosynthesis of bioactive small molecules. The lack of tools to efficiently access this hidden potential has hindered the ability to develop this uncharted chemical diversity f ....The hidden secondary metabolite biosynthetic potential of fungi. This proposal aims to develop synthetic biology tools to allow rapid access to the hidden metabolites encoded in fungal genomes and discover how they interact with plant and animal hosts. Genome sequencing reveals that fungi harbour vast hidden potential for biosynthesis of bioactive small molecules. The lack of tools to efficiently access this hidden potential has hindered the ability to develop this uncharted chemical diversity for pharmaceutics and agriculture, and understand their biological roles in pathogens. Expected outcomes include sources of bioactive molecules and better management of fungal diseases in crops and humans.Read moreRead less