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ISTD PhD Oral Defence Seminar by Teo Tzu Hsuan Christopher – Fair generative modelling

ISTD PhD Oral Defence Seminar by Teo Tzu Hsuan Christopher – In this dissertation, we make important contributions in improving fairness in generative models by identifying and addressing constraints which may limit their broader adoption.

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ISTD PhD Oral Defence Seminar by Hong Pengfei – Beyond benchmarks: measuring and strengthening generalisable reasoning in large language models

ISTD PhD Oral Defence Seminar by Hong Pengfei – This thesis addresses critical questions surrounding the evaluation and enhancement of reasoning robustness, generalisability, and comprehensiveness in modern language models, particularly under realistic conditions involving noise, ambiguity, domain shifts, and multimodal inputs.

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ISTD PhD Oral Defence Seminar by Chia Yew Ken – Extracting and reasoning with structured information in natural language and beyond

ISTD PhD Oral Defence Seminar by Chia Yew Ken – This thesis investigates the crucial role of structured information in natural language processing and artificial intelligence, with a focus on its extraction, utilisation, and extension to multimodal reasoning.

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ISTD PhD Oral Defence Seminar by Bhardwaj Rishabh – AI metrics beyond performance: safety and trustworthiness of AI systems

ISTD PhD Oral Defence Seminar by Bhardwaj Rishabh – This thesis investigates critical non-idealities in AI systems, focusing on safety behaviour post-training and alignment.

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Congratulations to Associate Professor Liu Xiaogang’s PhD Student in Winning the Best Oral Presentation Award

Congratulations to Associate Professor Liu Xiaogang’s PhD Student in Winning the Best Oral Presentation Award

SMT
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ISTD PhD Oral Defence Seminar by Dai Siyang – Urban intelligence: machine learning for human and environmental insights

ISTD PhD Oral Defence Seminar by Dai Siyang – Urbanisation has given rise to increasingly complex systems that sustain and manage the lives of urban residents. As populations grow, the challenges of managing traffic, overcrowding, and environmental challenges escalate. These complexities place stress on urban ecosystems, demanding innovative solutions to ensure smooth and sustainable operations.

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ISTD PhD Oral Defence Seminar by Wei Han – Towards expressive, robust and generalisable multimodal learning

ISTD PhD Oral Defence Seminar by Wei Han – This thesis, aims to provide practical solutions towards basic issues such as high computational costs of multimodal learning, and giving practical solutions to each of them.

ISTD
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ISTD PhD Oral Defence Seminar by Chin Wai Kit Daniel – Explaining graph-based misinformation detection models

ISTD PhD Oral Defence Seminar by Chin Wai Kit Daniel – Social media and social networking platforms have greatly connected people worldwide and democratised information creation and propagation by facilitating seamless and almost instantaneous information sharing between people and communities.

ISTD
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ISTD PhD Oral Defence Seminar by Ng Xun Long – Behaviour analysis in complex environments

ISTD PhD Oral Defence Seminar by Ng Xun Long – The thesis presents Chaotic World, a large-scale multi-modal dataset with fine-grained annotations of human actions, interactions, and sounds in chaotic situations.

ISTD
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ISTD PhD Oral Defence Seminar by Pamela Wang – Guided cooperation for multi-agent teams

ISTD PhD Oral Defence Seminar by Pamela Wang – The thesis will study various degrees of centralisation in cooperation mechanisms, spanning from fully centralised planning-based approaches to fully decentralised communicating agents.

ISTD
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