Literature Database

The Price of Interpretability

Authors: Dimitris Bertsimas, Arthur Delarue, Patrick Jaillet, Sebastien Martin | Published: 2019-07-08
Model Selection
Optimization Strategy
Interpretability

Privacy-Preserving Classification with Secret Vector Machines

Authors: Valentin Hartmann, Konark Modi, Josep M. Pujol, Robert West | Published: 2019-07-08 | Updated: 2020-08-19
Data Extraction and Analysis
Privacy Protection
Federated Learning

QUOTIENT: Two-Party Secure Neural Network Training and Prediction

Authors: Nitin Agrawal, Ali Shahin Shamsabadi, Matt J. Kusner, Adrià Gascón | Published: 2019-07-08
MPC Algorithm
Privacy Protection
Deep Learning Method

Smart Grid Cyber Attacks Detection using Supervised Learning and Heuristic Feature Selection

Authors: Jacob Sakhnini, Hadis Karimipour, Ali Dehghantanha | Published: 2019-07-07
Attack Detection
Machine Learning Framework
Feature Selection Method

Intelligent Systems Design for Malware Classification Under Adversarial Conditions

Authors: Sean M. Devine, Nathaniel D. Bastian | Published: 2019-07-06
Dataset Analysis
Model Selection
Machine Learning Framework

Detecting and Diagnosing Adversarial Images with Class-Conditional Capsule Reconstructions

Authors: Yao Qin, Nicholas Frosst, Sara Sabour, Colin Raffel, Garrison Cottrell, Geoffrey Hinton | Published: 2019-07-05 | Updated: 2020-02-18
Adversarial Example
Adversarial attack
Deep Learning Method

Adversarial Robustness through Local Linearization

Authors: Chongli Qin, James Martens, Sven Gowal, Dilip Krishnan, Krishnamurthy Dvijotham, Alhussein Fawzi, Soham De, Robert Stanforth, Pushmeet Kohli | Published: 2019-07-04 | Updated: 2019-10-10
Robustness Evaluation
Adversarial attack
Deep Learning Method

Diffprivlib: The IBM Differential Privacy Library

Authors: Naoise Holohan, Stefano Braghin, Pól Mac Aonghusa, Killian Levacher | Published: 2019-07-04
Privacy Protection
Library Classification
Machine Learning Framework

Capacity Bounded Differential Privacy

Authors: Kamalika Chaudhuri, Jacob Imola, Ashwin Machanavajjhala | Published: 2019-07-03
Privacy Protection
Information Gathering Methods
Research Methodology

Minimally distorted Adversarial Examples with a Fast Adaptive Boundary Attack

Authors: Francesco Croce, Matthias Hein | Published: 2019-07-03 | Updated: 2020-07-20
Poisoning
Vulnerability of Adversarial Examples
Adversarial attack