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On-policy distillation (OPD) has attracted growing attention as an effective way to transfer capabilities from teacher models to student models. Recent studies further explore OPD as a tool for improving large language model safety with promising results. However, these approaches typically assume that the teacher and...
This thesis addresses two critical dimensions of Trustworthy AI and Efficient Multimodal Representation Learning: security through analyzing, detecting, and designing backdoor attacks in NLP and VLMs, and efficiency through advanced multimodal representation methods tailored for clinical and medical imaging application...
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