Bayesian Pseudo Posterior Mechanism for Differentially Private Machine Learning
Authors: Robert Chew, Matthew R. Williams, Elan A. Segarra, Alexander J. Preiss, Amanda Konet, Terrance D. Savitsky | Published: 2025-03-27
Tricking Retrievers with Influential Tokens: An Efficient Black-Box Corpus Poisoning Attack
Authors: Cheng Wang, Yiwei Wang, Yujun Cai, Bryan Hooi | Published: 2025-03-27
SoK: Decoding the Enigma of Encrypted Network Traffic Classifiers
Authors: Nimesha Wickramasinghe, Arash Shaghaghi, Gene Tsudik, Sanjay Jha | Published: 2025-03-25 | Updated: 2025-04-14
Stop Walking in Circles! Bailing Out Early in Projected Gradient Descent
Authors: Philip Doldo, Derek Everett, Amol Khanna, Andre T Nguyen, Edward Raff | Published: 2025-03-25
Secure Edge Computing Reference Architecture for Data-driven Structural Health Monitoring: Lessons Learned from Implementation and Benchmarking
Authors: Sheikh Muhammad Farjad, Sandeep Reddy Patllola, Yonas Kassa, George Grispos, Robin Gandhi | Published: 2025-03-24
Defeating Prompt Injections by Design
Authors: Edoardo Debenedetti, Ilia Shumailov, Tianqi Fan, Jamie Hayes, Nicholas Carlini, Daniel Fabian, Christoph Kern, Chongyang Shi, Andreas Terzis, Florian Tramèr | Published: 2025-03-24
Leveraging VAE-Derived Latent Spaces for Enhanced Malware Detection with Machine Learning Classifiers
Authors: Bamidele Ajayi, Basel Barakat, Ken McGarry | Published: 2025-03-24 | Updated: 2025-04-30
Large Language Models powered Network Attack Detection: Architecture, Opportunities and Case Study
Authors: Xinggong Zhang, Qingyang Li, Yunpeng Tan, Zongming Guo, Lei Zhang, Yong Cui | Published: 2025-03-24
Knowledge Transfer from LLMs to Provenance Analysis: A Semantic-Augmented Method for APT Detection
Authors: Fei Zuo, Junghwan Rhee, Yung Ryn Choe | Published: 2025-03-24
Model-Guardian: Protecting against Data-Free Model Stealing Using Gradient Representations and Deceptive Predictions
Authors: Yunfei Yang, Xiaojun Chen, Yuexin Xuan, Zhendong Zhao | Published: 2025-03-23