How Secure is Forgetting? Linking Machine Unlearning to Machine Learning Attacks

Authors: Muhammed Shafi K. P., Serena Nicolazzo, Antonino Nocera, Vinod P | Published: 2025-03-26

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

Membership Inference Attacks on Large-Scale Models: A Survey

Authors: Hengyu Wu, Yang Cao | Published: 2025-03-25

Efficient Adversarial Detection Frameworks for Vehicle-to-Microgrid Services in Edge Computing

Authors: Ahmed Omara, Burak Kantarci | 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