AIセキュリティポータルbot

Selective Forgetting of Deep Networks at a Finer Level than Samples

Authors: Tomohiro Hayase, Suguru Yasutomi, Takashi Katoh | Published: 2020-12-22 | Updated: 2020-12-31
Data Deletion Algorithm
Loss Function
Machine Unlearning

Zeroth-Order Hybrid Gradient Descent: Towards A Principled Black-Box Optimization Framework

Authors: Pranay Sharma, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Xue Lin, Pramod K. Varshney | Published: 2020-12-21
Optimization Methods
Machine Learning Application

Variational Quantum Cloning: Improving Practicality for Quantum Cryptanalysis

Authors: Brian Coyle, Mina Doosti, Elham Kashefi, Niraj Kumar | Published: 2020-12-21
Loss Function
Machine Learning Application
Quantum Cryptanalysis

FedServing: A Federated Prediction Serving Framework Based on Incentive Mechanism

Authors: Jiasi Weng, Jian Weng, Hongwei Huang, Chengjun Cai, Cong Wang | Published: 2020-12-19
Incentive Mechanism
Membership Inference
Machine Learning Application

NN-EMD: Efficiently Training Neural Networks using Encrypted Multi-Sourced Datasets

Authors: Runhua Xu, James Joshi, Chao Li | Published: 2020-12-18 | Updated: 2021-04-18
Data Protection Method
Training Data Extraction Method
Encryption Protocol

Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Authors: Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li, Tom Goldstein | Published: 2020-12-18 | Updated: 2021-03-31
Backdoor Attack
Poisoning
Model Protection Methods

Identification of Metallic Objects using Spectral MPT Signatures: Object Characterisation and Invariants

Authors: P. D. Ledger, B. A. Wilson, A. A. S. Amad, W. R. B. Lionheart | Published: 2020-12-18
Watermarking
Dataset evaluation
Training Data Extraction Method

Learning from History for Byzantine Robust Optimization

Authors: Sai Praneeth Karimireddy, Lie He, Martin Jaggi | Published: 2020-12-18 | Updated: 2021-06-29
Byzantine Consensus Mechanism
Dynamic Byzantine Behavior
Weight Update Method

Intrusion Detection and identification System Design and Performance Evaluation for Industrial SCADA Networks

Authors: Ahsan Al Zaki Khan, Gursel Serpen | Published: 2020-12-17
Dataset evaluation
Intrusion Detection System
Taxonomy of Attacks

Machine Learning for Detecting Data Exfiltration: A Review

Authors: Bushra Sabir, Faheem Ullah, M. Ali Babar, Raj Gaire | Published: 2020-12-17 | Updated: 2021-03-21
Dataset evaluation
Attack Detection
Role of Machine Learning