Privacy Enhanced PEFT: Tensor Train Decomposition Improves Privacy Utility Tradeoffs under DP-SGD
Authors: Pradip Kunwar, Minh Vu, Maanak Gupta, Manish Bhattarai | Published: 2026-01-15
SoK: Privacy-aware LLM in Healthcare: Threat Model, Privacy Techniques, Challenges and Recommendations
Authors: Mohoshin Ara Tahera, Karamveer Singh Sidhu, Shuvalaxmi Dass, Sajal Saha | Published: 2026-01-15
The Promptware Kill Chain: How Prompt Injections Gradually Evolved Into a Multi-Step Malware
Authors: Ben Nassi, Bruce Schneier, Oleg Brodt | Published: 2026-01-14
SoK: Enhancing Cryptographic Collaborative Learning with Differential Privacy
Authors: Francesco Capano, Jonas Böhler, Benjamin Weggenmann | Published: 2026-01-14
SpatialJB: How Text Distribution Art Becomes the “Jailbreak Key” for LLM Guardrails
Authors: Zhiyi Mou, Jingyuan Yang, Zeheng Qian, Wangze Ni, Tianfang Xiao, Ning Liu, Chen Zhang, Zhan Qin, Kui Ren | Published: 2026-01-14
KryptoPilot: An Open-World Knowledge-Augmented LLM Agent for Automated Cryptographic Exploitation
Authors: Xiaonan Liu, Zhihao Li, Xiao Lan, Hao Ren, Haizhou Wang, Xingshu Chen | Published: 2026-01-14
A Decompilation-Driven Framework for Malware Detection with Large Language Models
Authors: Aniesh Chawla, Udbhav Prasad | Published: 2026-01-14
DNF: Dual-Layer Nested Fingerprinting for Large Language Model Intellectual Property Protection
Authors: Zhenhua Xu, Yiran Zhao, Mengting Zhong, Dezhang Kong, Changting Lin, Tong Qiao, Meng Han | Published: 2026-01-13
Evaluating Implicit Regulatory Compliance in LLM Tool Invocation via Logic-Guided Synthesis
Authors: Da Song, Yuheng Huang, Boqi Chen, Tianshuo Cong, Randy Goebel, Lei Ma, Foutse Khomh | Published: 2026-01-13
SecureCAI: Injection-Resilient LLM Assistants for Cybersecurity Operations
Authors: Mohammed Himayath Ali, Mohammed Aqib Abdullah, Mohammed Mudassir Uddin, Shahnawaz Alam | Published: 2026-01-12