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Sisi Zhang

2 accepted papers

2025

Jack of All Trades, Master of None: PMP-Guided Adaptive Multi-Teacher Distillation with Meta-Learning

Sisi Zhang, Zechao Lin, Xingbin Wang, Yulan Su, Yan Wang, Rui Hou +1
ICASSP 2025accepted

To enhance the robustness and accuracy of the small model, existing approaches combine adversarial training with knowledge distillation, introducing a comprehensive single-teacher model to improve the performance of the student model (small model). However, due to the limited knowledge of a teacher…

Cited by 0Source ↗Scholar ↗
2025

LoRATEE: A Secure and Efficient Inference Framework for Multi-Tenant LoRA LLMs Based on TEE

Zechao Lin, Sisi Zhang, Xingbin Wang, Yulan Su, Yan Wang, Rui Hou +1
ICASSP 2025accepted

Low-Rank Adaptation (LoRA) is a parameter-efficient fine-tuning approach that adaptes pre-trained Large Language Models (LLMs) to multi-tenant tasks by generating a variety of LoRA adapters. However, this approach faces significant security challenges and is particularly susceptible to malicious ser…

Cited by 0Source ↗Scholar ↗