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Field
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carbon resources. Beyond polymer synthesis and recycling, you will investigate the use of these materials in durable and mechanically robust composites. This will allow you to connect fundamental molecular
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: Advancing machine unlearning, privacy-preserving techniques, and robust data curation. AI Safety: Ensuring robust alignment and safety in multi-agent LLM systems Efficiency: Streamlining large-scale model
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assurance for embedded systems by combining advanced side-channel analysis, fault-injection techniques, AI- and machine-learning-assisted analysis, robustness evaluation, and quantitative security assessment
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attacks, non-IID data, and intermittent communication. Build a reproducible UAV-PFL benchmark for evaluating state-of-the-art secure and robust aggregation methods. Design multi-evidence trust metrics using
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epidemiology, and working with methods like random forest and targeted learning, the candidate will contribute to the development of interpretable survival models and doubly robust estimation methods
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for analysing authentic, synthetic, and manipulated images or videos. The work will combine predictive performance with explainability, uncertainty estimation, robustness, and generalization. Attention will be
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for lifetime performance modelling. The key challenges are the robust integration of a sensor system in the structure and the analysis of measured signals, which are typically strongly affected by environmental
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-of-the-art models for robust and responsive food supply chains, you will investigate how disruptions such as droughts, floods, heatwaves, and other climate-related shocks might affect critical decisions
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extract is associated with kidney damage, kava extract with liver toxicity, and ephedra extract with cardiovascular insults. These examples highlight the need for a robust and structured strategy to better
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information about the dielectric properties of the surface and can therefore be used to infer changes in soil moisture. A major focus of the PhD will be to develop, test and improve robust GNSS-IR processing