Literature Database

Mitigation of Policy Manipulation Attacks on Deep Q-Networks with Parameter-Space Noise

Authors: Vahid Behzadan, Arslan Munir | Published: 2018-06-04
Certified Robustness
Reinforcement Learning
Adversarial Example

ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

Authors: Ahmed Salem, Yang Zhang, Mathias Humbert, Pascal Berrang, Mario Fritz, Michael Backes | Published: 2018-06-04 | Updated: 2018-12-14
Membership Inference
Model Extraction Attack
Watermark Evaluation

Sufficient Conditions for Idealised Models to Have No Adversarial Examples: a Theoretical and Empirical Study with Bayesian Neural Networks

Authors: Yarin Gal, Lewis Smith | Published: 2018-06-02 | Updated: 2018-06-28
Label Uncertainty
Adversarial Example
Adversarial Transferability

Detecting Adversarial Examples via Key-based Network

Authors: Pinlong Zhao, Zhouyu Fu, Ou wu, Qinghua Hu, Jun Wang | Published: 2018-06-02
Adversarial Learning
Adversarial Transferability
Watermark Evaluation

Tokenized Data Markets

Authors: Bharath Ramsundar, Roger Chen, Alok Vasudev, Rob Robbins, Artur Gorokh | Published: 2018-05-31
Data Flow Analysis
Voting Mechanism
Watermark Evaluation

PeerNets: Exploiting Peer Wisdom Against Adversarial Attacks

Authors: Jan Svoboda, Jonathan Masci, Federico Monti, Michael M. Bronstein, Leonidas Guibas | Published: 2018-05-31
Trigger Detection
Adversarial Example Detection
Deep Learning Method

Resisting Adversarial Attacks using Gaussian Mixture Variational Autoencoders

Authors: Partha Ghosh, Arpan Losalka, Michael J Black | Published: 2018-05-31 | Updated: 2018-12-10
Certified Robustness
Loss Function
Adversarial Example

Defending Against Machine Learning Model Stealing Attacks Using Deceptive Perturbations

Authors: Taesung Lee, Benjamin Edwards, Ian Molloy, Dong Su | Published: 2018-05-31 | Updated: 2018-12-13
Certified Robustness
Detection of Model Extraction Attacks
Watermark Evaluation

Sequential Attacks on Agents for Long-Term Adversarial Goals

Authors: Edgar Tretschk, Seong Joon Oh, Mario Fritz | Published: 2018-05-31 | Updated: 2018-07-05
Certified Robustness
Reinforcement Learning
Adversarial Transferability

Greedy Attack and Gumbel Attack: Generating Adversarial Examples for Discrete Data

Authors: Puyudi Yang, Jianbo Chen, Cho-Jui Hsieh, Jane-Ling Wang, Michael I. Jordan | Published: 2018-05-31
Adversarial Transferability
Feature Importance Analysis
Watermark Evaluation