AIセキュリティポータルbot

Interpretability Beyond Feature Attribution: Quantitative Testing with Concept Activation Vectors (TCAV)

Authors: Been Kim, Martin Wattenberg, Justin Gilmer, Carrie Cai, James Wexler, Fernanda Viegas, Rory Sayres | Published: 2017-11-30 | Updated: 2018-06-07
XAI (Explainable AI)
Deep Learning Method
Feature Importance Analysis

AttGAN: Facial Attribute Editing by Only Changing What You Want

Authors: Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, Xilin Chen | Published: 2017-11-29 | Updated: 2018-07-25
Data Generation
Deepfake
Image Processing

No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World

Authors: Shreya Shankar, Yoni Halpern, Eric Breck, James Atwood, Jimbo Wilson, D. Sculley | Published: 2017-11-22
Data Generation
Bias Elimination in Training Data
Bias in Training Data

Adversarial Phenomenon in the Eyes of Bayesian Deep Learning

Authors: Ambrish Rawat, Martin Wistuba, Maria-Irina Nicolae | Published: 2017-11-22
Bayesian Deep Learning
Adversarial Example
Adversarial Attack Methods

Generative Adversarial Positive-Unlabelled Learning

Authors: Ming Hou, Brahim Chaib-draa, Chao Li, Qibin Zhao | Published: 2017-11-21 | Updated: 2018-04-04
Machine Learning Algorithm
Machine Learning Application
Generative Model Characteristics

AndroVault: Constructing Knowledge Graph from Millions of Android Apps for Automated Analysis

Authors: Guozhu Meng, Yinxing Xue, Jing Kai Siow, Ting Su, Annamalai Narayanan, Yang Liu | Published: 2017-11-20 | Updated: 2017-11-21
Dataset Integration
Machine Learning Application
Knowledge Extraction

Evaluating Robustness of Neural Networks with Mixed Integer Programming

Authors: Vincent Tjeng, Kai Xiao, Russ Tedrake | Published: 2017-11-20 | Updated: 2019-02-18
Certified Robustness
Robustness
Deep Learning Technology

Model Extraction Warning in MLaaS Paradigm

Authors: Manish Kesarwani, Bhaskar Mukhoty, Vijay Arya, Sameep Mehta | Published: 2017-11-20
Model Extraction Attack
Detection of Model Extraction Attacks
Information Leakage Analysis

Hardening Quantum Machine Learning Against Adversaries

Authors: Nathan Wiebe, Ram Shankar Siva Kumar | Published: 2017-11-17
Detection of Model Extraction Attacks
Approximate Calculation
Quantum Machine Learning

Enhanced Attacks on Defensively Distilled Deep Neural Networks

Authors: Yujia Liu, Weiming Zhang, Shaohua Li, Nenghai Yu | Published: 2017-11-16
Robustness Improvement
Adversarial Example
Adversarial Attack Analysis