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between randomness and computational hardness in the quantum realm, and to investigate the performance of quantum algorithms beyond their worst case complexity. Directions of interest include average-case
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funded by the European Research Council (ERC). The project aims to tackle central challenges in the fields of online algorithms and learning-augmented algorithms. Goals of the project include
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preferences into AI system design and evaluation. The post holder will take a leading role in advancing theoretical and algorithmic research in the domain of probabilistic preference aggregation, contribute
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a commensurate technical discipline , you will also Possess sufficient specialist knowledge and interest in statistical machine learning, deep learning, large language models, and algorithmic
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up-to-date CV as part of your online application. Your supporting statement must clearly demonstrate how you meet each of the essential selection criteria listed in the job description. Applications
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sources, algorithms and mapping tools. You will also be responsible for writing scientific reports and publishing your work in journals and conferences. To be considered, you must hold a higher degree (e.g
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, and uncontrolled approximation errors. In this project, we aim to develop novel diffusion and flow-based models, and associated algorithms, which can more efficiently and effectively solve inverse
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Develop industrial process digital twin models based on the fusion of mechanistic and data-driven approaches. Develop predictive maintenance and fault diagnosis algorithms for critical equipment (e.g