11 algorithm-"DIFFER"-"NTNU---Norwegian-University-of-Science-and-Technology" positions at University of Sheffield
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, autonomous learning agents are likely to take an active role in human society, engaging in daily interaction and collaboration with humans. Developing learning algorithms that enable these agents to produce
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in mathematical theory. Unlike standard deep networks, each connection in a KAN learns a continuous function, allowing a richer and more flexible representation of computation. This perspective aligns
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interact with the world around us. However, the power requirements and carbon emissions of AI are equally dramatic: training a single state of the art algorithm has the same carbon footprint as the lifecycle
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cell-tracking algorithms, we can follow thousands of individual cells in real time as they respond to carefully designed chemical and mechanical cues. These approaches generate uniquely rich datasets
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the analysis of facial movements. Subtle features such as facial asymmetry, impaired muscle control, and abnormal expression patterns often emerge during the acute phase of stroke. By designing algorithms
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have designed and introduced new control laws into Trent gas turbine engines and developed algorithms monitoring fleets of 100s of engines flying all around the world. During the PhD, you will have the
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of the challenge at once. First, you will create ways for AI models to weave very different kinds of information—images, text, heart-rate graphs, blood glucose—into a single language, so the resulting model can
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, decentralised methods and other factors. Image detection and segmentation, dynamic colour models for fire appearance in image and fusion of image features are in the project scope. Different types of images
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, architecture-based attacks (e.g., Spectre) show the urgency of addressing these important problems today. Even when low-level programs are well synchronised, the design of the underlying concurrent algorithms
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electromagnetic design. We will explore advanced topologies for mmwave metasurfaces, design novel reconfiguration mechanisms, and develop intelligent algorithms to optimize scattering characteristics in real-time