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                unclear strategies for bias mitigation limit its effectiveness in practice. This PhD project addresses the following central research question: how can we design human-AI collaboration to mitigate biases 
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                addresses the following central research question: how can we design human-AI collaboration to mitigate biases and foster equitable decision-making? To answer this question, the research will explore areas 
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                employed in classical networks, necessitating novel verification approaches. The goal is to design an automated reasoning approach in tandem with ongoing formalisation efforts, with a focus on probabilistic 
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                approaches. The goal is to design an automated reasoning approach in tandem with ongoing formalisation efforts, with a focus on probabilistic behaviours. The objective of the temporary position is the 
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                garments into recycle, reuse, and manual-review streams; this PhD project tackles the core challenge of designing and optimizing a high-throughput hyperspectral imaging system, fused with complementary 
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                actions. 2. Policy recommendations for retrofit programs specifically designed to empower marginalized communities, ensuring equitable access to subsidies and resources. 3. A database of neighborhood 
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                social innovations (e.g., community workshops) to engage marginalized households in retrofitting actions. 2. Policy recommendations for retrofit programs specifically designed to empower marginalized 
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                into recycle, reuse, or manual-review streams. Iterative hardware-in-the-loop trials will drive rapid prototyping of gripper architectures and autonomy frameworks, thereby establishing a scalable blueprint for 
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                (ZIAM) is the design and scientific study of materials for functionality. The strength of our institute lies in focused, curiosity-driven, symbiotic studies of functional materials involving researchers 
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                biology, conservation and medicine, of how social stress causes ageing and can potentially be mitigated in animals. The candidate will be required to: - Design, plan and conduct a programme of investigation