Security Aspects of Quantum Machine Learning: Opportunities, Threats and Defenses

Authors: Satwik Kundu, Swaroop Ghosh | Published: 2022-04-07

Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats

Authors: Zhiyan Chen, Jinxin Liu, Yu Shen, Murat Simsek, Burak Kantarci, Hussein T. Mouftah, Petar Djukic | Published: 2022-04-07 | Updated: 2022-04-17

What You See is What You Get: Principled Deep Learning via Distributional Generalization

Authors: Bogdan Kulynych, Yao-Yuan Yang, Yaodong Yu, Jarosław Błasiok, Preetum Nakkiran | Published: 2022-04-07 | Updated: 2022-10-17

User-Level Differential Privacy against Attribute Inference Attack of Speech Emotion Recognition in Federated Learning

Authors: Tiantian Feng, Raghuveer Peri, Shrikanth Narayanan | Published: 2022-04-05 | Updated: 2022-05-17

Leveraging Disentangled Representations to Improve Vision-Based Keystroke Inference Attacks Under Low Data

Authors: John Lim, Jan-Michael Frahm, Fabian Monrose | Published: 2022-04-05

Towards Explainable Meta-Learning for DDoS Detection

Authors: Qianru Zhou, Rongzhen Li, Lei Xu, Arumugam Nallanathan, Jian Yang, Anmin Fu | Published: 2022-04-05 | Updated: 2022-08-16

Deep Image: A precious image based deep learning method for online malware detection in IoT Environment

Authors: Meysam Ghahramani, Rahim Taheri, Mohammad Shojafar, Reza Javidan, Shaohua Wan | Published: 2022-04-04

Towards Privacy-Preserving and Verifiable Federated Matrix Factorization

Authors: Xicheng Wan, Yifeng Zheng, Qun Li, Anmin Fu, Mang Su, Yansong Gao | Published: 2022-04-04 | Updated: 2022-06-11

Differentially Private Sampling from Rashomon Sets, and the Universality of Langevin Diffusion for Convex Optimization

Authors: Arun Ganesh, Abhradeep Thakurta, Jalaj Upadhyay | Published: 2022-04-04 | Updated: 2023-08-28

ScaleSFL: A Sharding Solution for Blockchain-Based Federated Learning

Authors: Evan Madill, Ben Nguyen, Carson K. Leung, Sara Rouhani | Published: 2022-04-04