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Field
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paradigms rely on a fragile "closed-world" assumption: that the unlabeled pool perfectly reflects the distribution of the labelled seed set. In real-world deployments, this is rarely true. Data streams
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management, distributed computing, and energy-aware computing, preparing them for impactful roles in industry and research. Key Components and Example Scenarios Predictive Resource Allocation and Load
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Species’ distributions are shifting in response to global climate change and other human pressures. Accurate methods to monitor and predict distribution shifts are urgently needed to manage
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hospital or population often fail when applied elsewhere due to distributional shifts. Since acquiring new labeled data is often costly or infeasible due to rare diseases, limited expert availability, and
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Background and Motivation Modern deep learning models have achieved remarkable success in computer vision and natural language processing. However, they typically produce overconfident predictions
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, from swarm robotics to mesh networks. The prototypical model system for the investigation of self-organised task allocation are social insect colonies, such as bees and ants. They are able to distribute
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to $99,538 pa (plus 17% superannuation) Albury-Wodonga, Bathurst, Dubbo, Orange, Port Macquarie or Wagga Wagga As the Adviser, Connected Pathways Program, you will be responsible for collaboratively developing
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to the development, review, and distribution of program resources, including policy guidelines, marketing collateral, and analytical reports. Organize workflows and data collection processes to support strategic
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, complex organisation strong communication and interpersonal skills, including the ability to work collaboratively with a wide range of stakeholders demonstrated computer literacy and a willingness to use
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strong out-of-distribution generalization capability [2]. If user-specific information is identified and removable from the input data, the devised techniques can also be applied for privacy-sensitive