GaussMark: A Practical Approach for Structural Watermarking of Language Models
Authors: Adam Block, Ayush Sekhari, Alexander Rakhlin | Published: 2025-01-17
CaFA: Cost-aware, Feasible Attacks With Database Constraints Against Neural Tabular Classifiers
Authors: Matan Ben-Tov, Daniel Deutch, Nave Frost, Mahmood Sharif | Published: 2025-01-17
Computing Optimization-Based Prompt Injections Against Closed-Weights Models By Misusing a Fine-Tuning API
Authors: Andrey Labunets, Nishit V. Pandya, Ashish Hooda, Xiaohan Fu, Earlence Fernandes | Published: 2025-01-16
A Survey on Responsible LLMs: Inherent Risk, Malicious Use, and Mitigation Strategy
Authors: Huandong Wang, Wenjie Fu, Yingzhou Tang, Zhilong Chen, Yuxi Huang, Jinghua Piao, Chen Gao, Fengli Xu, Tao Jiang, Yong Li | Published: 2025-01-16
Neural Honeytrace: A Robust Plug-and-Play Watermarking Framework against Model Extraction Attacks
Authors: Yixiao Xu, Binxing Fang, Rui Wang, Yinghai Zhou, Shouling Ji, Yuan Liu, Mohan Li, Zhihong Tian | Published: 2025-01-16 | Updated: 2025-01-17
Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography
Authors: Ilia Shumailov, Daniel Ramage, Sarah Meiklejohn, Peter Kairouz, Florian Hartmann, Borja Balle, Eugene Bagdasarian | Published: 2025-01-15
Multilingual Email Phishing Attacks Detection using OSINT and Machine Learning
Authors: Panharith An, Rana Shafi, Tionge Mughogho, Onyango Allan Onyango | Published: 2025-01-15
Tag&Tab: Pretraining Data Detection in Large Language Models Using Keyword-Based Membership Inference Attack
Authors: Sagiv Antebi, Edan Habler, Asaf Shabtai, Yuval Elovici | Published: 2025-01-14
Gandalf the Red: Adaptive Security for LLMs
Authors: Niklas Pfister, Václav Volhejn, Manuel Knott, Santiago Arias, Julia Bazińska, Mykhailo Bichurin, Alan Commike, Janet Darling, Peter Dienes, Matthew Fiedler, David Haber, Matthias Kraft, Marco Lancini, Max Mathys, Damián Pascual-Ortiz, Jakub Podolak, Adrià Romero-López, Kyriacos Shiarlis, Andreas Signer, Zsolt Terek, Athanasios Theocharis, Daniel Timbrell, Samuel Trautwein, Samuel Watts, Yun-Han Wu, Mateo Rojas-Carulla | Published: 2025-01-14 | Updated: 2025-08-04
Unveiling Provider Bias in Large Language Models for Code Generation
Authors: Xiaoyu Zhang, Juan Zhai, Shiqing Ma, Qingshuang Bao, Weipeng Jiang, Chao Shen, Yang Liu | Published: 2025-01-14