In-Context Probing for Membership Inference in Fine-Tuned Language Models
Authors: Zhexi Lu, Hongliang Chi, Nathalie Baracaldo, Swanand Ravindra Kadhe, Yuseok Jeon, Lei Yu | Published: 2025-12-18
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Love, Lies, and Language Models: Investigating AI’s Role in Romance-Baiting Scams
Authors: Gilad Gressel, Rahul Pankajakshan, Shir Rozenfeld, Ling Li, Ivan Franceschini, Krishnahsree Achuthan, Yisroel Mirsky | Published: 2025-12-18
DualGuard: Dual-stream Large Language Model Watermarking Defense against Paraphrase and Spoofing Attack
Authors: Hao Li, Yubing Ren, Yanan Cao, Yingjie Li, Fang Fang, Shi Wang, Li Guo | Published: 2025-12-18
ContextLeak: Auditing Leakage in Private In-Context Learning Methods
Authors: Jacob Choi, Shuying Cao, Xingjian Dong, Wang Bill Zhu, Robin Jia, Sai Praneeth Karimireddy | Published: 2025-12-18
FAME: FPGA Acceleration of Secure Matrix Multiplication with Homomorphic Encryption
Authors: Zhihan Xu, Rajgopal Kannan, Viktor K. Prasanna | Published: 2025-12-17
How Do Semantically Equivalent Code Transformations Impact Membership Inference on LLMs for Code?
Authors: Hua Yang, Alejandro Velasco, Thanh Le-Cong, Md Nazmul Haque, Bowen Xu, Denys Poshyvanyk | Published: 2025-12-17
Remotely Detectable Robot Policy Watermarking
Authors: Michael Amir, Manon Flageat, Amanda Prorok | Published: 2025-12-17
Quantum Machine Learning for Cybersecurity: A Taxonomy and Future Directions
Authors: Siva Sai, Ishika Goyal, Shubham Sharma, Sri Harshita Manuri, Vinay Chamola, Rajkumar Buyya | Published: 2025-12-17
Bounty Hunter: Autonomous, Comprehensive Emulation of Multi-Faceted Adversaries
Authors: Louis Hackländer-Jansen, Rafael Uetz, Martin Henze | Published: 2025-12-17
An Efficient Gradient-Based Inference Attack for Federated Learning
Authors: Pablo Montaña-Fernández, Ines Ortega-Fernandez | Published: 2025-12-17