SoK: a Comprehensive Causality Analysis Framework for Large Language Model Security

Authors: Wei Zhao, Zhe Li, Jun Sun | Published: 2025-12-04

ASTRIDE: A Security Threat Modeling Platform for Agentic-AI Applications

Authors: Eranga Bandara, Amin Hass, Ross Gore, Sachin Shetty, Ravi Mukkamala, Safdar H. Bouk, Xueping Liang, Ng Wee Keong, Kasun De Zoysa, Aruna Withanage, Nilaan Loganathan | Published: 2025-12-04

Exploiting \texttt{ftrace}’s \texttt{function\_graph} Tracer Features for Machine Learning: A Case Study on Encryption Detection

Authors: Kenan Begovic, Abdulaziz Al-Ali, Qutaibah Malluhi | Published: 2025-12-04

A Light-Weight Large Language Model File Format for Highly-Secure Model Distribution

Authors: Huifeng Zhu, Shijie Li, Qinfeng Li, Yier Jin | Published: 2025-12-04

In-Context Representation Hijacking

Authors: Itay Yona, Amir Sarid, Michael Karasik, Yossi Gandelsman | Published: 2025-12-03

Context-Aware Hierarchical Learning: A Two-Step Paradigm towards Safer LLMs

Authors: Tengyun Ma, Jiaqi Yao, Daojing He, Shihao Peng, Yu Li, Shaohui Liu, Zhuotao Tian | Published: 2025-12-03

SELF: A Robust Singular Value and Eigenvalue Approach for LLM Fingerprinting

Authors: Hanxiu Zhang, Yue Zheng | Published: 2025-12-03

HarnessAgent: Scaling Automatic Fuzzing Harness Construction with Tool-Augmented LLM Pipelines

Authors: Kang Yang, Yunhang Zhang, Zichuan Li, GuanHong Tao, Jun Xu, XiaoJing Liao | Published: 2025-12-03

Scaling Trust in Quantum Federated Learning: A Multi-Protocol Privacy Design

Authors: Dev Gurung, Shiva Raj Pokhrel | Published: 2025-12-03

Immunity memory-based jailbreak detection: multi-agent adaptive guard for large language models

Authors: Jun Leng, Litian Zhang, Xi Zhang | Published: 2025-12-03