Algorithm

Fast and Private Inference of Deep Neural Networks by Co-designing Activation Functions

Authors: Abdulrahman Diaa, Lucas Fenaux, Thomas Humphries, Marian Dietz, Faezeh Ebrahimianghazani, Bailey Kacsmar, Xinda Li, Nils Lukas, Rasoul Akhavan Mahdavi, Simon Oya, Ehsan Amjadian, Florian Kerschbaum | Published: 2023-06-14 | Updated: 2024-04-16
Algorithm
Membership Inference
Computational Efficiency

ChatGPT vs. Lightweight Security: First Work Implementing the NIST Cryptographic Standard ASCON

Authors: Alvaro Cintas-Canto, Jasmin Kaur, Mehran Mozaffari-Kermani, Reza Azarderakhsh | Published: 2023-06-13
Algorithm
Resource Scarcity Issues
Cryptography

IsoEx: an explainable unsupervised approach to process event logs cyber investigation

Authors: Pierre Lavieille, Ismail Alaoui Hassani Atlas | Published: 2023-06-07 | Updated: 2023-07-21
Algorithm
Challenges of Log Analysis
Feature Extraction Method

Distributed Non-Convex Optimization with One-Bit Compressors on Heterogeneous Data: Efficient and Resilient Algorithms

Authors: Ming Xiang, Lili Su | Published: 2022-10-03 | Updated: 2023-02-17
Algorithm
Algorithm Design
Convergence Guarantee

Identifying Emerging Technologies and Leading Companies using Network Dynamics of Patent Clusters: a Cybersecurity Case Study

Authors: Michael Tsesmelis, Ljiljana Dolamic, Marcus Matthias Keupp, Dimitri Percia David, Alain Mermoud | Published: 2022-09-21
Algorithm
Dataset Generation
Evaluation of Technological Novelty

Hierarchical fuzzy neural networks with privacy preservation for heterogeneous big data

Authors: Leijie Zhang, Ye Shi, Yu-Cheng Chang, Chin-Teng Lin | Published: 2022-09-18
Algorithm
Model Architecture
Hierarchical Classification Methods

IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective

Authors: Li Yang, Abdallah Shami | Published: 2022-09-16
IoT Data Analysis Task
Algorithm
Improvement of Learning

Deepfake histological images for enhancing digital pathology

Authors: Kianoush Falahkheirkhah, Saumya Tiwari, Kevin Yeh, Sounak Gupta, Loren Herrera-Hernandez, Michael R. McCarthy, Rafael E. Jimenez, John C. Cheville, Rohit Bhargava | Published: 2022-06-16
Algorithm
Threats of Medical AI
Performance Evaluation

On Private Online Convex Optimization: Optimal Algorithms in $\ell_p$-Geometry and High Dimensional Contextual Bandits

Authors: Yuxuan Han, Zhicong Liang, Zhipeng Liang, Yang Wang, Yuan Yao, Jiheng Zhang | Published: 2022-06-16
Algorithm
Online Decision Making
Performance Evaluation

BlindFL: Vertical Federated Machine Learning without Peeking into Your Data

Authors: Fangcheng Fu, Huanran Xue, Yong Cheng, Yangyu Tao, Bin Cui | Published: 2022-06-16
Algorithm
Privacy Enhancing Protocol
Multi-Party Computation