Mon, 10 Jul 2023 Room: Treasury
Time (AEST/GMT+10)	Event
08:50 AM - 09:00 AM	Opening
09:00 AM - 10:00 AM	Keynote 1: Attacking Machine Learning Models Speaker: Prof. Yang Zhang (CISPA)	Session Chair: Jason Xue (CSIRO's Data61)
10:00 AM - 11:00 AM	Keynote 2: Adversarial Attacks and Defenses in Deep Learning: from a Perspective of Cybersecurity Speaker: Prof. Tianqing Zhu (University of Technoogy Sydney)	Session Chair: Shangqi Lai (Monash University)
11:00 AM - 11:15 AM	Coffee Break
11:15 AM - 11:45 AM	Session I: Privacy-Preserving Machine Learning	Session Chair: Maggie (Xiaoning) Liu (RMIT University)
11:15 AM - 11:30 AM	Privacy-Enhanced Knowledge Transfer with Collaborative Split Learning over Teacher Ensembles Ziyao Liu (Nanyang Technological University), Jiale Guo (Nanyang Technological University), Mengmeng Yang (Data61, CSIRO), Wenzhuo Yang (Nanyang Technological University), Jiani Fan (Nanyang Technological University), Kwok-Yan Lam (Nanyang Technological University)
11:30 AM - 11:45 AM	Privacy-Preserving Distributed Machine Learning Made Faster Zoe L. Jiang (Harbin Institute of Technology, Shenzhen & Peng Cheng Laboratory), Jiajing Gu (Harbin Institute of Technology, Shenzhen), Hongxiao Wang (University of Hong Kong); Yulin Wu (Harbin Institute of Technology, Shenzhen & Guangdong Provincial Key Laboratory of Novel Security Intelligence Technologies), Junbin Fang (Jinan University), Siu-Ming Yiu (The University of Hong Kong), Wenjian Luo (Harbin Institute of Technology, Shenzhen & Guangdong Provincial Key Laboratory of Novel Security Intelligence Technologies), Xuan Wang (Harbin Institute of Technology, Shenzhen & Guangdong Provincial Key Laboratory of Novel Security Intelligence Technologies)
11:45 AM - 12:15 PM	Session II: Security in On-device Machine Learning	Session Chair: Ruoxi Sun (CSIRO's Data61)
11:45 AM - 12:00 PM	Beyond the Model: Data Pre-processing Attack to Deep Learning Models in Android Apps Ye Sang (Monash University), Yujin Huang (Monash University), Shuo Huang (Monash University), Helei Cui (Northwestern Polytechnical University)
12:00 PM - 12:15 PM	Energy-Latency Attacks to On-Device Neural Networks via Sponge Poisoning Zijian Wang (Monash University), Shuo Huang (Monash University), Yujin Huang (Monash University), Helei Cui (Northwestern Polytechnical University)
12:15 PM - 12:45 PM	Session III: Attacks and Defences	Session Chair: Tingmin (Tina) Wu (CSIRO's Data61)
12:15 PM - 12:30 PM	Multi-class Detection for Off The Shelf transfer-based Black Box Attacks Niklas Bunzel (Fraunhofer SIT/ ATHENE), Dominic Böringer (TU-Darmstadt)
12:30 PM - 12:45 PM	Membership Inference Vulnerabilities in Peer to Peer Federated Learning Alka Luqman (Nanyang Technological University), Anupam Chattopadhyay (Nanyang Technological University), Kwok-Yan Lam (Nanyang Technological University)
12:45 PM - 01:15 PM	Session IV: Adversial Attacks in Physical World	Session Chair: Huaming Chen (University of Syndey)
12:45 PM - 01:00 PM	Toward Evaluating the Robustness of Deep Learning Based Rain Removal Algorithm in Autonomous Driving Yiming Qin (Monash University), Jincheng Hu (Loughborough University), Bang Wu (Monash University)
01:00 PM - 01:15 PM	A First Look at the Security of EEG-based Systems and Intelligent Algorithms under Physical Signal Injections Md Imran Hossen (University of Louisiana at Lafayette), Yazhou Tu (University of Louisiana at Lafayette), Xiali Hei (University of Louisiana at Lafayette)
01:15 PM - 01:25 PM	Conclusion