Title	Authors
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)
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)
Multi-class Detection for Off The Shelf transfer-based Black Box Attacks	Niklas Bunzel (Fraunhofer SIT/ ATHENE), Dominic Böringer (TU-Darmstadt)
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)
Energy-Latency Attacks to On-Device Neural Networks via Sponge Poisoning	Zijian Wang (Monash University), Shuo Hang (Monash University), Yujin Huang (Monash University), Helei Cui (Northwestern Polytechnical University)
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)
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)
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)