Security and Privacy – Data Science and Analytics Thrust

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A Plot is Worth a Thousand Words: Model Information Stealing Attacks via Scientific Plots

Hyperparameter Stealing, t-SNE

Auditing Membership Leakages of Multi-Exit Networks

Membership Inference Attack, Multi-Exit Networks

Can't Steal? Cont-Steal! Contrastive Stealing Attacks Against Image Encoders

Contrastive Learning, Image Encoder, Model Stealing

Construction of Cross-Border Industrial Data Circulation and Sharing Platform in the Greater Bay Area

Data Circulation, Data Privacy, Data Sharing, Data Space, Industrial Operations, Supply Chain

Data Poisoning Attacks Against Multimodal Encoders

Multimodal, Poisoning

DatingSec: Detecting Malicious Accounts in Dating Apps Using a Content-Based Attention Network

Dating Apps, Malicious Account Detection, Social Network

Generated Graph Detection

AIGC Attribution, AIGC Detection, Generative Graph Neural Networks

ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models

Benchmark, Inference Attack

Model Stealing Attacks Against Inductive Graph Neural Networks

Graph Neural Network, Model Stealing Attack

On the Evolution of (Hateful) Memes by Means of Multimodal Contrastive Learning

Contrastive Learning, Memes, Multimodal