Defending Against Prompt Injection With a Few DefensiveTokens
Authors: Sizhe Chen, Yizhu Wang, Nicholas Carlini, Chawin Sitawarin, David Wagner | Published: 2025-07-10
Can Large Language Models Improve Phishing Defense? A Large-Scale Controlled Experiment on Warning Dialogue Explanations
Authors: Federico Maria Cau, Giuseppe Desolda, Francesco Greco, Lucio Davide Spano, Luca Viganò | Published: 2025-07-10
GuardVal: Dynamic Large Language Model Jailbreak Evaluation for Comprehensive Safety Testing
Authors: Peiyan Zhang, Haibo Jin, Liying Kang, Haohan Wang | Published: 2025-07-10
May I have your Attention? Breaking Fine-Tuning based Prompt Injection Defenses using Architecture-Aware Attacks
Authors: Nishit V. Pandya, Andrey Labunets, Sicun Gao, Earlence Fernandes | Published: 2025-07-10
Hybrid LLM-Enhanced Intrusion Detection for Zero-Day Threats in IoT Networks
Authors: Mohammad F. Al-Hammouri, Yazan Otoum, Rasha Atwa, Amiya Nayak | Published: 2025-07-10
Phishing Detection in the Gen-AI Era: Quantized LLMs vs Classical Models
Authors: Jikesh Thapa, Gurrehmat Chahal, Serban Voinea Gabreanu, Yazan Otoum | Published: 2025-07-10
ZKTorch: Compiling ML Inference to Zero-Knowledge Proofs via Parallel Proof Accumulation
Authors: Bing-Jyue Chen, Lilia Tang, Daniel Kang | Published: 2025-07-09
BarkBeetle: Stealing Decision Tree Models with Fault Injection
Authors: Qifan Wang, Jonas Sander, Minmin Jiang, Thomas Eisenbarth, David Oswald | Published: 2025-07-09
Unifying Re-Identification, Attribute Inference, and Data Reconstruction Risks in Differential Privacy
Authors: Bogdan Kulynych, Juan Felipe Gomez, Georgios Kaissis, Jamie Hayes, Borja Balle, Flavio du Pin Calmon, Jean Louis Raisaro | Published: 2025-07-09
The Dark Side of LLMs Agent-based Attacks for Complete Computer Takeover
Authors: Matteo Lupinacci, Francesco Aurelio Pironti, Francesco Blefari, Francesco Romeo, Luigi Arena, Angelo Furfaro | Published: 2025-07-09