Discovery Early Career Researcher Award - Grant ID: DE220100265
Funder
Australian Research Council
Funding Amount
$417,000.00
Summary
A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and ....A closed-loop human–agent learning framework to enhance decision making. This project aims to design a foundational human–agent learning framework to augment the decision making process, using reinforcement and closed-loop mechanisms to enable symbiosis between a human and an artificial-intelligence agent. It envisages significant new technologies to promote controllability and efficient and safe exploration of an environment for decision actions – drastically boosting learning effectiveness and interpretability in decision making. Expected outcomes will benefit national cybersecurity by improving our understanding of vulnerabilities and threats involving decision actions, and by ensuring that human feedback and evaluations can help prevent catastrophic events in explorations of dynamic and complex environments.Read moreRead less
Learning to Reason in Reinforcement Learning. Deep Reinforcement Learning (RL) uses deep neural networks to represent and learn optimal decision-making policies for intelligent agents in complex environments. However, most RL approaches require millions of episodes to converge to good policies, making it difficult for RL to be applied in real-world scenarios taking significant resources. This project aims to equip RL with capabilities such as counterfactual reasoning and outcome anticipation to ....Learning to Reason in Reinforcement Learning. Deep Reinforcement Learning (RL) uses deep neural networks to represent and learn optimal decision-making policies for intelligent agents in complex environments. However, most RL approaches require millions of episodes to converge to good policies, making it difficult for RL to be applied in real-world scenarios taking significant resources. This project aims to equip RL with capabilities such as counterfactual reasoning and outcome anticipation to significantly reduce the number of interactions required, improve generalisation, and provide the agent with the capability to consider the cause-effects. These improvements would narrow the gap between AI and human capabilities and broaden the adoption of RL in real-world applications.Read moreRead less
Signaling in the crypt: a novel metabolic pathway in intestinal stem cells. The gut is the most rapidly renewing tissue in the body, driven by a highly active stem cell niche. Bile acids are emerging as critical regulators of this stem cell niche and disruption of bile acid homeostasis has profoundly adverse effects on intestinal renewal and hence gut health. We are addressing a critical gap in our understanding of how bile acids are controlled within stem cell niche. The aim of the project is ....Signaling in the crypt: a novel metabolic pathway in intestinal stem cells. The gut is the most rapidly renewing tissue in the body, driven by a highly active stem cell niche. Bile acids are emerging as critical regulators of this stem cell niche and disruption of bile acid homeostasis has profoundly adverse effects on intestinal renewal and hence gut health. We are addressing a critical gap in our understanding of how bile acids are controlled within stem cell niche. The aim of the project is to define the critical role of a novel enzyme called UGT8 in controlling intestinal stem cell response to bile acids; this is achieved by modulating UGT8 activity in intestinal stem cell models and determining the effects on stem cell function and the key signalling pathways that control intestinal homeostasis and renewal.Read moreRead less
EFR3: Novel gatekeeper of cell proliferation. This interdisciplinary, cross-institutional project uses leading-edge mass spectrometry and the yeast genetic model to enhance knowledge of fundamental signalling mechanisms common to cell proliferation of eukaryotic cells. Building on extensive preliminary data that identifies novel energy-stress control points, this research will generate insights into critical and conserved features of nutrient stress control of cell proliferation that ensures cel ....EFR3: Novel gatekeeper of cell proliferation. This interdisciplinary, cross-institutional project uses leading-edge mass spectrometry and the yeast genetic model to enhance knowledge of fundamental signalling mechanisms common to cell proliferation of eukaryotic cells. Building on extensive preliminary data that identifies novel energy-stress control points, this research will generate insights into critical and conserved features of nutrient stress control of cell proliferation that ensures cell survival. This project advances basic and applied biology. Its outcomes will be relevant to several research areas and industries, specifically to the propagation of cell cultures that nowadays contributes to the production of a myriad of biotechnical and pharmaceutical commodities.
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How do cells survive nutrient stress? Insight into mechanisms. This project studies cell survival under nutrient stress in eukaryotes. Building on extensive preliminary data that identifies novel TOR (Target of Rapamycin) Complex 2 (TORC2) control points it expects to generate new knowledge of critical and conserved features of stress control of macroautophagy that ensures cell survival. It uses interdisciplinary and innovative approaches to validate and characterize nutrient-stress dependent si ....How do cells survive nutrient stress? Insight into mechanisms. This project studies cell survival under nutrient stress in eukaryotes. Building on extensive preliminary data that identifies novel TOR (Target of Rapamycin) Complex 2 (TORC2) control points it expects to generate new knowledge of critical and conserved features of stress control of macroautophagy that ensures cell survival. It uses interdisciplinary and innovative approaches to validate and characterize nutrient-stress dependent signaling. Expected outcomes include novel insights into environmental control of cell proliferation and forging cross institutional collaborations. This knowledge benefits basic and applied biology and is relevant to industries/projects utilizing living cells as nutrient supports cell survival and proliferation.Read moreRead less
ARC Centre of Excellence for the Digital Child. Our vision is for Australian children to be healthy, educated and connected. This Centre will integrate child health, education, and digital and social connectedness, innovating across disciplines to meet Australia’s ongoing challenges of supporting young children growing up in a rapidly changing digital age. The Centre’s world-leading team investigates children’s digital practices through three interconnected research programs supported by a longi ....ARC Centre of Excellence for the Digital Child. Our vision is for Australian children to be healthy, educated and connected. This Centre will integrate child health, education, and digital and social connectedness, innovating across disciplines to meet Australia’s ongoing challenges of supporting young children growing up in a rapidly changing digital age. The Centre’s world-leading team investigates children’s digital practices through three interconnected research programs supported by a longitudinal family cohort study and children’s technology laboratories. The Centre will address tensions in a contested field to inform government and non-government policy, technology innovation, and develop programs and guidelines for children, families, educators and technology developers. Read moreRead less
Discovery Early Career Researcher Award - Grant ID: DE210100604
Funder
Australian Research Council
Funding Amount
$436,600.00
Summary
How do cells sense and react to mechanical forces? There is accumulating evidence that mechanical forces exerted on tissues and cells strongly influences their behaviour. My research aims to understand how cells sense and respond to forces experienced throughout life. Using a combination of three-dimensional cell and tissue culture methods, I will investigate how compressive forces change the biochemistry of cells and their functionality. This work is aimed at generating fundamental knowledge to ....How do cells sense and react to mechanical forces? There is accumulating evidence that mechanical forces exerted on tissues and cells strongly influences their behaviour. My research aims to understand how cells sense and respond to forces experienced throughout life. Using a combination of three-dimensional cell and tissue culture methods, I will investigate how compressive forces change the biochemistry of cells and their functionality. This work is aimed at generating fundamental knowledge to improve our comprehension of how cells respond to force. The expected outcome is a greater understanding of mechanical and biochemical relationships between cells and the environment, to inform fields of tissue engineering of culture scaffolds to better mimic natural cell-tissue settings.Read moreRead less
Parametric VR: An Interactive Virtual Reality System for Parametric Design. This project aims to create a new and intuitive set of user interactions for Virtual Reality (VR) to support parametric designers in architecture and design. Parametric tools are an emerging design technology dominating contemporary practices, yet their interfaces are on traditional desktop computers while VR is only employed to visualise the geometric models produced by the end design. This project will generate Paramet ....Parametric VR: An Interactive Virtual Reality System for Parametric Design. This project aims to create a new and intuitive set of user interactions for Virtual Reality (VR) to support parametric designers in architecture and design. Parametric tools are an emerging design technology dominating contemporary practices, yet their interfaces are on traditional desktop computers while VR is only employed to visualise the geometric models produced by the end design. This project will generate Parametric VR, a system of VR tools to support parametric design. Key outcomes include software tools and demonstrators to support parametric algorithms and processes in VR. This will have significant benefits for design industries, allowing designers to directly edit parametric design entirely in VR across the project lifecycle.Read moreRead less
New mechanisms regulating the biogenesis of extracellular vesicles. Extracellular vesicles are small packages that contain active components derived from the cell of origin. These vesicles, released by most cell types, are critical for communication between cells. However, the processes of their formation and release remain poorly understood. This project aims to explore how ubiquitination, a type of protein modification system, controls the production of extracellular vesicles. Using a strong c ....New mechanisms regulating the biogenesis of extracellular vesicles. Extracellular vesicles are small packages that contain active components derived from the cell of origin. These vesicles, released by most cell types, are critical for communication between cells. However, the processes of their formation and release remain poorly understood. This project aims to explore how ubiquitination, a type of protein modification system, controls the production of extracellular vesicles. Using a strong collaborative team and highly innovative approaches, the project will generate new knowledge to inform how cells communicate. Expected outcomes include knowledge of broad significance to cell biology, that can be leveraged to develop extracellular vesicles as tools for various biotechnology applications in the future.Read moreRead less
Elucidating the mechanisms of mitochondrial DNA escape. The human body is powered by mitochondria, microscopic components of living cells that make the energy they need to function. Mitochondrial damage is linked to a wide spectrum of human diseases, from devastating syndromic illnesses to neurodegeneration and autoimmunity. This project is focused on 1) how stresses such as cancer therapy or infection cause mitochondrial damage, and 2) understanding the biological processes that are triggered i ....Elucidating the mechanisms of mitochondrial DNA escape. The human body is powered by mitochondria, microscopic components of living cells that make the energy they need to function. Mitochondrial damage is linked to a wide spectrum of human diseases, from devastating syndromic illnesses to neurodegeneration and autoimmunity. This project is focused on 1) how stresses such as cancer therapy or infection cause mitochondrial damage, and 2) understanding the biological processes that are triggered inside the cell as it tries to recover. It will give a much greater understanding of mitochondrial damage at the microscopic level, and has the potential to unlock new avenues of investigation into the causes of inflammatory and immune disorders.Read moreRead less