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synthesis (images, text, audio, video), and complex reasoning. Investigate model compression, quantization, and distillation for efficient deployment. High-Performance AI Infrastructure (Infra): Design and
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models that are more efficient, inherently multimodal, and capable of processing information at an unprecedented scale. Key research questions include (but not limited to): Non-Autoregressive and Diffusion
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processes; Develop and supervise the establishment of a world-class research programme in translational epidemiology; Foster a diverse and nurturing research environment through leading and mentoring a team
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at elucidating the fundamental molecular mechanisms underpinning diverse pathophysiological processes; Develop and supervise the establishment of a world-class research programme in health data science; Foster a