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Field
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-Zhang (KPZ) universality class is a collection of models that includes the random growth of a surface over time or the behaviour of a large number of particles that move around in space and interact with
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, or a model of instruction-set level semantics. We are also interested in cryptography, namely ZKVMs, FHE, game-based proofs (a la Easycrypt), and their models via Lean and MLIR, large-scale SAT/SMT
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of pseudorange correction models. Enforcing such constraints offers substantial potential benefits, including faster convergence, improved generalisation, and reduced overfitting. At the same time, these benefits
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, an expert-driven, manual, and time-consuming process used to simplify CAD models so that meshing tools can cope with small-scale features such as fillets and manufacturing details. This de-featuring is not
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motivated PhD candidate with interests and skills in computational modelling and simulations, fluid dynamics, mechanical engineering, physics and applied mathematics. You should have experience in one or more
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pilots to real-world systems. The overarching aim is to deliver a scalable approach, pairing shared “aggregator” models with household-specific “client” models that exchange knowledge while keeping data
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, memory, and energy requirements. The successful candidate will explore novel algorithms and model-design strategies that allow AI systems to operate effectively on edge devices, clinical environments
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will develop and evaluate new approaches to predicting current and future population exposure to such hazards by combining numerical modelling and remote sensing of river migration, with machine learning
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for significant improvements in the fields of finance investment management, and decision-making. The project will also aim to provide suitable benchmarking methods to evaluate our proposed AI/NLP/LLM models
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modelling, risk assessment, and climate resilience planning. Students will gain hands-on experience in environmental sampling, short- and long-read sequencing, microbial genomics and bioinformatics, whilst