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
GNN
フィンガープリンティング手法
ロバスト性評価

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
GNN
データプライバシー評価
メンバーシップ推論

Maatphor: Automated Variant Analysis for Prompt Injection Attacks

Authors: Ahmed Salem, Andrew Paverd, Boris Köpf | Published: 2023-12-12
LLMセキュリティ
プロンプトインジェクション
評価手法

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性能評価
データ前処理
知識抽出手法

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

Authors: Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu | Published: 2023-12-11
ポイズニング
ロバスト性評価
敵対的攻撃

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

Authors: Subhadip Kumar | Published: 2023-12-10 | Updated: 2024-01-16
セキュリティ分析
データ保護手法
プライバシー保護手法

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
ウォーターマーキング
ロバスト性評価
透かし評価

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
ウォーターマーキング
プライバシー保護手法
連合学習

Towards Smart Healthcare: Challenges and Opportunities in IoT and ML

Authors: Munshi Saifuzzaman, Tajkia Nuri Ananna | Published: 2023-12-09 | Updated: 2024-01-12
スマートヘルスケア
データ前処理
医療IoTの進展

Model Extraction Attacks Revisited

Authors: Jiacheng Liang, Ren Pang, Changjiang Li, Ting Wang | Published: 2023-12-08
サイバー攻撃
モデル抽出攻撃
敵対的攻撃