Performance Evaluation Metrics

Universalization of any adversarial attack using very few test examples

Authors: Sandesh Kamath, Amit Deshpande, K V Subrahmanyam, Vineeth N Balasubramanian | Published: 2020-05-18 | Updated: 2022-10-28
Performance Evaluation Metrics
Adversarial Example
Deep Learning Technology

Toward Adversarial Robustness by Diversity in an Ensemble of Specialized Deep Neural Networks

Authors: Mahdieh Abbasi, Arezoo Rajabi, Christian Gagne, Rakesh B. Bobba | Published: 2020-05-17
Promotion of Diversity
Performance Evaluation Metrics
Adversarial Example

NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips

Authors: Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique | Published: 2020-05-16
Performance Evaluation Metrics
Machine Learning Method
Deep Learning Technology

Buffered Asynchronous SGD for Byzantine Learning

Authors: Yi-Rui Yang, Wu-Jun Li | Published: 2020-03-02 | Updated: 2022-01-31
Training Method
Convergence Analysis
Performance Evaluation Metrics

Learning to Prevent Leakage: Privacy-Preserving Inference in the Mobile Cloud

Authors: Shuang Zhang, Liyao Xiang, Congcong Li, Yixuan Wang, Quanshi Zhang, Wei Wang, Bo Li | Published: 2019-12-18 | Updated: 2021-06-15
Privacy Protection
Performance Evaluation Metrics
Deep Learning Method

MimicGAN: Robust Projection onto Image Manifolds with Corruption Mimicking

Authors: Rushil Anirudh, Jayaraman J. Thiagarajan, Bhavya Kailkhura, Timo Bremer | Published: 2019-12-16 | Updated: 2020-04-30
Data Generation
Robustness
Performance Evaluation Metrics

Private Federated Learning with Domain Adaptation

Authors: Daniel Peterson, Pallika Kanani, Virendra J. Marathe | Published: 2019-12-13
Privacy Protection
Performance Evaluation Metrics
Machine Learning Technology

Expansion of Cyber Attack Data From Unbalanced Datasets Using Generative Techniques

Authors: Ibrahim Yilmaz, Rahat Masum | Published: 2019-12-10
Data Generation
Performance Evaluation Metrics
Machine Learning Technology

Effect of Imbalanced Datasets on Security of Industrial IoT Using Machine Learning

Authors: Maede Zolanvari, Marcio A. Teixeira, Raj Jain | Published: 2019-12-02
Imbalanced Dataset
Performance Evaluation Metrics
Machine Learning Technology

Neurlux: Dynamic Malware Analysis Without Feature Engineering

Authors: Chani Jindal, Christopher Salls, Hojjat Aghakhani, Keith Long, Christopher Kruegel, Giovanni Vigna | Published: 2019-10-24
Model Architecture
Dynamic Analysis Method
Performance Evaluation Metrics