Performance Evaluation

FMix: Enhancing Mixed Sample Data Augmentation

Authors: Ethan Harris, Antonia Marcu, Matthew Painter, Mahesan Niranjan, Adam Prügel-Bennett, Jonathon Hare | Published: 2020-02-27 | Updated: 2021-02-28
Training Method
Robustness Evaluation
Performance Evaluation
2020.02.27 2025.05.28
Literature Database

Revisiting Ensembles in an Adversarial Context: Improving Natural Accuracy

Authors: Aditya Saligrama, Guillaume Leclerc | Published: 2020-02-26
Robustness Evaluation
Performance Evaluation
Adversarial Training
2020.02.26 2025.05.28
Literature Database

IoT Device Identification Using Deep Learning

Authors: Jaidip Kotak, Yuval Elovici | Published: 2020-02-25
Data Management System
Performance Evaluation
Machine Learning Method
2020.02.25 2025.05.28
Literature Database

Neuron Shapley: Discovering the Responsible Neurons

Authors: Amirata Ghorbani, James Zou | Published: 2020-02-23 | Updated: 2020-11-13
Performance Evaluation
Feature Importance Analysis
Vulnerability Prediction
2020.02.23 2025.05.28
Literature Database

Non-Intrusive Detection of Adversarial Deep Learning Attacks via Observer Networks

Authors: Kirthi Shankar Sivamani, Rajeev Sahay, Aly El Gamal | Published: 2020-02-22
Performance Evaluation
Adversarial Training
Defense Method
2020.02.22 2025.05.28
Literature Database

Using Single-Step Adversarial Training to Defend Iterative Adversarial Examples

Authors: Guanxiong Liu, Issa Khalil, Abdallah Khreishah | Published: 2020-02-22 | Updated: 2020-02-27
Performance Evaluation
Adversarial Example
Adversarial Training
2020.02.22 2025.05.28
Literature Database

TensorShield: Tensor-based Defense Against Adversarial Attacks on Images

Authors: Negin Entezari, Evangelos E. Papalexakis | Published: 2020-02-18
Performance Evaluation
Adversarial Example
Defense Method
2020.02.18 2025.05.28
Literature Database

ASTRA: High Throughput 3PC over Rings with Application to Secure Prediction

Authors: Harsh Chaudhari, Ashish Choudhury, Arpita Patra, Ajith Suresh | Published: 2019-12-05
Privacy Enhancing Protocol
Discussion on Protocol Vulnerabilities and Attack Scenarios
Performance Evaluation
2019.12.05 2025.05.28
Literature Database

FANNet: Formal Analysis of Noise Tolerance, Training Bias and Input Sensitivity in Neural Networks

Authors: Mahum Naseer, Mishal Fatima Minhas, Faiq Khalid, Muhammad Abdullah Hanif, Osman Hasan, Muhammad Shafique | Published: 2019-12-03 | Updated: 2020-05-14
Performance Evaluation
Machine Learning
Deep Learning
2019.12.03 2025.05.28
Literature Database

Deep Probabilistic Models to Detect Data Poisoning Attacks

Authors: Mahesh Subedar, Nilesh Ahuja, Ranganath Krishnan, Ibrahima J. Ndiour, Omesh Tickoo | Published: 2019-12-03
Backdoor Attack
Poisoning Attack
Performance Evaluation
2019.12.03 2025.05.28
Literature Database
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