Data Management System

Transfer Learning for Credit Card Fraud Detection: A Journey from Research to Production

Authors: Wissam Siblini, Guillaume Coter, Rémy Fabry, Liyun He-Guelton, Frédéric Oblé, Bertrand Lebichot, Yann-Aël Le Borgne, Gianluca Bontempi | Published: 2021-07-20 | Updated: 2021-11-04
Data Management System
Fraudulent Transaction
Machine Learning

QUAC-TRNG: High-Throughput True Random Number Generation Using Quadruple Row Activation in Commodity DRAM Chips

Authors: Ataberk Olgun, Minesh Patel, A. Giray Yağlıkçı, Haocong Luo, Jeremie S. Kim, Nisa Bostancı, Nandita Vijaykumar, Oğuz Ergin, Onur Mutlu | Published: 2021-05-19 | Updated: 2021-05-25
Data Management System
Performance Evaluation
Memory Management Method

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond

Authors: Julian Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus Bloice, Nina C Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald HHW Schmidt, Christof Tschohl, Nina K Wenke, Jan Baumbach | Published: 2021-05-12
Data Management System
Privacy Enhancing Protocol
Federated Learning

Blockchain Systems, Technologies and Applications: A Methodology Perspective

Authors: Bin Cao, Zixin Wang, Long Zhang, Daquan Feng, Mugen Peng, Lei Zhang | Published: 2021-05-08
Data Management System
Blockchain Strategy
Blockchain Interoperability

GALA: Greedy ComputAtion for Linear Algebra in Privacy-Preserved Neural Networks

Authors: Qiao Zhang, Chunsheng Xin, Hongyi Wu | Published: 2021-05-05
Data Management System
Privacy Protection
Optimization Methods

On Generating and Labeling Network Traffic with Realistic, Self-Propagating Malware

Authors: Molly Buchanan, Jeffrey W. Collyer, Jack W. Davidson, Saikat Dey, Mark Gardner, Jason D. Hiser, Jeffry Lang, Alastair Nottingham, Alina Oprea | Published: 2021-04-20 | Updated: 2022-05-27
ML-Based IDS
Cyber Attack
Data Management System

Secure Human Action Recognition by Encrypted Neural Network Inference

Authors: Miran Kim, Xiaoqian Jiang, Kristin Lauter, Elkhan Ismayilzada, Shayan Shams | Published: 2021-04-19 | Updated: 2022-08-09
Data Protection Method
Data Management System
Encryption Technology

Privacy and Trust Redefined in Federated Machine Learning

Authors: Pavlos Papadopoulos, Will Abramson, Adam J. Hall, Nikolaos Pitropakis, William J. Buchanan | Published: 2021-03-29 | Updated: 2021-03-30
Data Management System
Privacy Violation
Verifiable Credentials

Graph Unlearning

Authors: Min Chen, Zhikun Zhang, Tianhao Wang, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2021-03-27 | Updated: 2022-09-16
Data Management System
Convergence Property
Optimization Methods

The Influence of Dropout on Membership Inference in Differentially Private Models

Authors: Erick Galinkin | Published: 2021-03-16
Data Management System
Model Architecture
Quantification of Uncertainty