AIセキュリティポータルbot

Securing Graph Neural Networks in MLaaS: A Comprehensive Realization of Query-based Integrity Verification

Authors: Bang Wu, Xingliang Yuan, Shuo Wang, Qi Li, Minhui Xue, Shirui Pan | Published: 2023-12-13
Graph Neural Network
Fingerprinting Method
Robustness Evaluation

GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks

Authors: Bang Wu, He Zhang, Xiangwen Yang, Shuo Wang, Minhui Xue, Shirui Pan, Xingliang Yuan | Published: 2023-12-13
Graph Neural Network
Data Privacy Assessment
Membership Inference

Maatphor: Automated Variant Analysis for Prompt Injection Attacks

Authors: Ahmed Salem, Andrew Paverd, Boris Köpf | Published: 2023-12-12
LLM Security
Prompt Injection
Evaluation Method

LLMs Perform Poorly at Concept Extraction in Cyber-security Research Literature

Authors: Maxime Würsch, Andrei Kucharavy, Dimitri Percia David, Alain Mermoud | Published: 2023-12-12
LLM Performance Evaluation
Data Preprocessing
Knowledge Extraction Method

MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks

Authors: Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu | Published: 2023-12-11
Poisoning
Robustness Evaluation
Adversarial attack

Guardians of Trust: Navigating Data Security in AIOps through Vendor Partnerships

Authors: Subhadip Kumar | Published: 2023-12-10 | Updated: 2024-01-16
Security Analysis
Data Protection Method
Privacy Protection Method

Data-Free Hard-Label Robustness Stealing Attack

Authors: Xiaojian Yuan, Kejiang Chen, Wen Huang, Jie Zhang, Weiming Zhang, Nenghai Yu | Published: 2023-12-10 | Updated: 2023-12-12
Watermarking
Robustness Evaluation
Watermark Evaluation

Beyond Gradient and Priors in Privacy Attacks: Leveraging Pooler Layer Inputs of Language Models in Federated Learning

Authors: Jianwei Li, Sheng Liu, Qi Lei | Published: 2023-12-10 | Updated: 2024-03-15
Watermarking
Privacy Protection Method
Federated Learning

Towards Smart Healthcare: Challenges and Opportunities in IoT and ML

Authors: Munshi Saifuzzaman, Tajkia Nuri Ananna | Published: 2023-12-09 | Updated: 2024-01-12
Smart Healthcare
Data Preprocessing
Advancements in Medical IoT

Model Extraction Attacks Revisited

Authors: Jiacheng Liang, Ren Pang, Changjiang Li, Ting Wang | Published: 2023-12-08
Cyber Attack
Model Extraction Attack
Adversarial attack