Welcome and Introduction

Keynote speech 1

Professor Siu Ming YIU

Paper Session 1

1. Is Differential Privacy-Enhanced Parameter-Efficient Fine-Tuning Effective for Large Language Models?

2. Vulnerability Aspects Extraction and Discrepancies Detection across Heterogeneous Threat Intelligence

Coffee Break

Keynote speech 2

Prof Shui Yu

Paper Session 2

1. Understanding Privacy Risks of Large Language Models in Japanese Based on Training Data Extraction Attacks

2. An LLM Framework For Cryptography Over Chat Channels

Closing Remarks