SoK: Privacy Preserving Machine Learning using Functional Encryption: Opportunities and Challenges

Authors: Prajwal Panzade, Daniel Takabi | Published: 2022-04-11 | Updated: 2022-09-02

Stability and Generalization of Differentially Private Minimax Problems

Authors: Yilin Kang, Yong Liu, Jian Li, Weiping Wang | Published: 2022-04-11 | Updated: 2022-04-22

Dependable Intrusion Detection System for IoT: A Deep Transfer Learning-based Approach

Authors: Sk. Tanzir Mehedi, Adnan Anwar, Ziaur Rahman, Kawsar Ahmed, Rafiqul Islam | Published: 2022-04-11

BABD: A Bitcoin Address Behavior Dataset for Pattern Analysis

Authors: Yuexin Xiang, Yuchen Lei, Ding Bao, Wei Ren, Tiantian Li, Qingqing Yang, Wenmao Liu, Tianqing Zhu, Kim-Kwang Raymond Choo | Published: 2022-04-10 | Updated: 2022-05-05

An Adaptive Black-box Backdoor Detection Method for Deep Neural Networks

Authors: Xinqiao Zhang, Huili Chen, Ke Huang, Farinaz Koushanfar | Published: 2022-04-08

HBFL: A Hierarchical Blockchain-based Federated Learning Framework for a Collaborative IoT Intrusion Detection

Authors: Mohanad Sarhan, Wai Weng Lo, Siamak Layeghy, Marius Portmann | Published: 2022-04-08

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