Literature Database

Formal Guarantees on the Robustness of a Classifier against Adversarial Manipulation

Authors: Matthias Hein, Maksym Andriushchenko | Published: 2017-05-23 | Updated: 2017-11-05
Certified Robustness
Relationship between Robustness and Privacy
Adversarial Learning

Personalized and Private Peer-to-Peer Machine Learning

Authors: Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki, Marc Tommasi | Published: 2017-05-23 | Updated: 2018-02-19
Q-Learning Algorithm
Privacy Protection Mechanism
Differential Privacy

Exponential error rates of SDP for block models: Beyond Grothendieck’s inequality

Authors: Yingjie Fei, Yudong Chen | Published: 2017-05-23
Numerical Stability Issues
Selection and Evaluation of Optimization Algorithms
High-Dimensional Data Analysis

Detecting Adversarial Image Examples in Deep Networks with Adaptive Noise Reduction

Authors: Bin Liang, Hongcheng Li, Miaoqiang Su, Xirong Li, Wenchang Shi, Xiaofeng Wang | Published: 2017-05-23 | Updated: 2019-01-09
FDI Attack Detection Methods
Adversarial Example Detection
Effectiveness Analysis of Defense Methods

Black-Box Attacks against RNN based Malware Detection Algorithms

Authors: Weiwei Hu, Ying Tan | Published: 2017-05-23
Certified Robustness
Attack Type
Adversarial Learning

A Unified Approach to Interpreting Model Predictions

Authors: Scott Lundberg, Su-In Lee | Published: 2017-05-22 | Updated: 2017-11-25
XAI (Explainable AI)
Deep Learning Method
Feature Importance Analysis

Pyramid: Enhancing Selectivity in Big Data Protection with Count Featurization

Authors: Mathias Lecuyer, Riley Spahn, Roxana Geambasu, Tzu-Kuo Huang, Siddhartha Sen | Published: 2017-05-21
Data Protection
Privacy Protection Mechanism
Privacy Issues

Ensemble Adversarial Training: Attacks and Defenses

Authors: Florian Tramèr, Alexey Kurakin, Nicolas Papernot, Ian Goodfellow, Dan Boneh, Patrick McDaniel | Published: 2017-05-19 | Updated: 2020-04-26
Certified Robustness
Model Extraction Attack
Deep Learning

Delving into adversarial attacks on deep policies

Authors: Jernej Kos, Dawn Song | Published: 2017-05-18
Certified Robustness
Robustness
Defense Method

A lightweight MapReduce framework for secure processing with SGX

Authors: Rafael Pires, Daniel Gavril, Pascal Felber, Emanuel Onica, Marcelo Pasin | Published: 2017-05-16
Data-Driven Clustering
Performance Evaluation
Privacy-Preserving Algorithm