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partially observable Markov decision processes (POMDPs). Methods in Ecology and Evolution , 12 (11), 2058-2072.
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privacy constraints, robust solutions are essential. This PhD project will develop methods for building reliable medical imaging models that generalize across distribution shifts without retraining
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Honours (H1) in Civil Engineering, Materials Engineering, Environmental Engineering, Chemical Engineering, or a closely related field; or A Master’s degree with a substantial research component Application
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The United Nations Development Programme has identified access to information as an essential element to support poverty eradication. People living in poverty are often unable to access information
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of these crystals greatly affects the performance of the metal and hence the performance of components where metals are used - such as in aeroplanes, gas turbine engines, cars, etc. The manner in which such materials
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enhancements that empower users to drive the reasoning process and strengthen trust in the system’s reasoning. The Discovery Project will apply and evaluate these methods in two areas: medical and legal
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/edges or the changes in the “normal” concept over time. Once we proposed relevant methods we intend to further extend the approach to be able to detect anomalies in high dimensional settings as the
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temporal drift. Aimed Publications (Targets) NeurIPS / ICML / ICLR (method + theory) ACL / EMNLP (NLP drift settings) TPAMI / JMLR (benchmark + comprehensive study)
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and embed self-awareness modules within these systems. This will likely involve a combination of the standard methods in these systems, such as transformer or diffusion networks and reinforcement
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projects that involve data analysis, the application of artificial intelligence, the development of new detection techniques, and the exploration of new experimental methods through collaboration with our