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Field
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teaming strategies. - Participating in the creation of realistic simulated environments based on environmental data. - Defining evaluation protocols and performance metrics (safety, energy, mission
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appropriate cleaning methods, materials, agents and equipment. Chemical cleaning agents such as ammonia, bleaches, souring agents and soaps sufficient to appropriately select the agent(s), handle and apply, and
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are used to enable systematic comparisons between alternative strategies in simulated environments. The project also studies simulation agents operating within these models, including both policy-based
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are they talking about, what do they want, need, and value? What are they concerned about? What AI techniques and intelligent agents can we develop to work supportively and/or unobtrusively along with them
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, immersive simulation, gamification, or other mechanisms, could transform human-agent collaboration within complex adaptive systems. Such an approach could be adopted not just for systemic optimisation
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systems Reinforcement Learning and Agentic Control: Hands-on experience with reinforcement learning, multi-agent systems, or planning-based agents for autonomous vehicles or robots operating in dynamic
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Research Associate (Artificial Intelligence/Computer Science/Optimization/Computational Linguistics)
-series foundation models. Develop and evaluate AI models: Agent-based and LLM-based models using frameworks such as PyTorch, TensorFlow, HuggingFace Transformers, and LangChain. Prototypes for LLM-powered
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complete application consists of: An application Transcript(s) – For this opportunity, an unofficial transcript or copy of the student academic records printed by the applicant or by academic advisors from
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architectures, implement co-evolutionary algorithms, and develop rigorous evaluation frameworks measuring adversarial robustness. Outputs include an agent-based simulation toolkit, stress-testing methods, and
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of the cytotoxic drug to kill tumour cells will be included to simulate the response of the tumour to ADC treatment. Stochastic or agent-based approaches will be used to describe the heterogeneity of antigen