Cyber Defense Reinvented: Large Language Models as Threat Intelligence Copilots Authors: Xiaoqun Liu, Jiacheng Liang, Qiben Yan, Jiyong Jang, Sicheng Mao, Muchao Ye, Jinyuan Jia, Zhaohan Xi | Published: 2025-02-28 | Updated: 2025-04-16 Cyber Threat IntelligencePrompt leakingModel Extraction Attack 2025.02.28 2025.05.12 Literature Database
Models That Are Interpretable But Not Transparent Authors: Chudi Zhong, Panyu Chen, Cynthia Rudin | Published: 2025-02-26 Method for Providing Explainability while Keeping Model Information ConfidentialInformation SecurityAttacker Behavior Analysis 2025.02.26 2025.05.12 Literature Database
Evaluating Membership Inference Attacks in heterogeneous-data setups Authors: Bram van Dartel, Marc Damie, Florian Hahn | Published: 2025-02-26 | Updated: 2025-04-28 Dataset GenerationPrivacy ProtectionAttack Type 2025.02.26 2025.05.12 Literature Database
Can Indirect Prompt Injection Attacks Be Detected and Removed? Authors: Yulin Chen, Haoran Li, Yuan Sui, Yufei He, Yue Liu, Yangqiu Song, Bryan Hooi | Published: 2025-02-23 Prompt validationMalicious PromptAttack Method 2025.02.23 2025.05.12 Literature Database
Nuclear Deployed: Analyzing Catastrophic Risks in Decision-making of Autonomous LLM Agents Authors: Rongwu Xu, Xiaojian Li, Shuo Chen, Wei Xu | Published: 2025-02-17 | Updated: 2025-03-23 Indirect Prompt InjectionEthical StatementDecision-Making Dynamics 2025.02.17 2025.05.12 Literature Database
RLSA-PFL: Robust Lightweight Secure Aggregation with Model Inconsistency Detection in Privacy-Preserving Federated Learning Authors: Nazatul H. Sultan, Yan Bo, Yansong Gao, Seyit Camtepe, Arash Mahboubi, Hang Thanh Bui, Aufeef Chauhan, Hamed Aboutorab, Michael Bewong, Dineshkumar Singh, Praveen Gauravaram, Rafiqul Islam, Sharif Abuadbba | Published: 2025-02-13 | Updated: 2025-04-16 Privacy Enhancing ProtocolPerformance Evaluation MethodFederated Learning 2025.02.13 2025.05.12 Literature Database
RESIST: Resilient Decentralized Learning Using Consensus Gradient Descent Authors: Cheng Fang, Rishabh Dixit, Waheed U. Bajwa, Mert Gurbuzbalaban | Published: 2025-02-11 MITM AttackConvergence Analysis 2025.02.11 2025.05.12 Literature Database
Scalable and Ethical Insider Threat Detection through Data Synthesis and Analysis by LLMs Authors: Haywood Gelman, John D. Hastings | Published: 2025-02-10 | Updated: 2025-04-07 LLM ApplicationRisk Analysis MethodInformation Security 2025.02.10 2025.05.12 Literature Database
Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study Authors: Eric Aubinais, Philippe Formont, Pablo Piantanida, Elisabeth Gassiat | Published: 2025-02-10 Membership InferenceQuantization and Privacy 2025.02.10 2025.05.12 Literature Database
Generating Privacy-Preserving Personalized Advice with Zero-Knowledge Proofs and LLMs Authors: Hiroki Watanabe, Motonobu Uchikoshi | Published: 2025-02-10 | Updated: 2025-04-24 AlignmentPrivacy-Preserving Data MiningWatermark 2025.02.10 2025.05.12 Literature Database