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. This project will deliver a new ultra-fast laser fabrication system capable of creating three-dimensional (3D) networks of waveguides in a few hundreds of femto-seconds, providing a scalable path to photonic
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. The core innovation is embedding expert judgement, regulatory constraints, and equity objectives directly into policy learning using structured preference feedback and explicit constraints. The framework has
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. This PhD project aims to develop efficient, reasoning-enhanced Vision–Language Models tailored to multimodal medical data. The main aim is to investigate how explicit clinical reasoning can be embedded
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