AIセキュリティポータルbot

Differentially Private Variational Inference for Non-conjugate Models

Authors: Joonas Jälkö, Onur Dikmen, Antti Honkela | Published: 2016-10-27 | Updated: 2017-04-10
Privacy Protection
Privacy-Preserving Machine Learning
Differential Privacy

A multi-task learning model for malware classification with useful file access pattern from API call sequence

Authors: Xin Wang, Siu Ming Yiu | Published: 2016-10-19
API Security
Malware Classification
Model Identification

Membership Inference Attacks against Machine Learning Models

Authors: Reza Shokri, Marco Stronati, Congzheng Song, Vitaly Shmatikov | Published: 2016-10-18 | Updated: 2017-03-31
Trigger Detection
Privacy-Preserving Machine Learning
Membership Inference

Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data

Authors: Nicolas Papernot, Martín Abadi, Úlfar Erlingsson, Ian Goodfellow, Kunal Talwar | Published: 2016-10-18 | Updated: 2017-03-03
Privacy-Preserving Machine Learning
Differential Privacy
Self-Supervised Learning

Federated Learning: Strategies for Improving Communication Efficiency

Authors: Jakub Konečný, H. Brendan McMahan, Felix X. Yu, Peter Richtárik, Ananda Theertha Suresh, Dave Bacon | Published: 2016-10-18 | Updated: 2017-10-30
Reduction of Communication Costs
Federated Learning
Quantization and Privacy

An arbiter PUF secured by remote random reconfigurations of an FPGA

Authors: Alexander Spenke, Ralph Breithaupt, Rainer Plaga | Published: 2016-10-12
FPGA
Device Authentication
モデル抽出攻撃に関連するリスク

Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving

Authors: Shai Shalev-Shwartz, Shaked Shammah, Amnon Shashua | Published: 2016-10-11
フェールセーフ機構
Reinforcement Learning Algorithm
Deep Learning Method

Equality of Opportunity in Supervised Learning

Authors: Moritz Hardt, Eric Price, Nathan Srebro | Published: 2016-10-07
Model Identification
Creation of Fair AI Models
Measurement of Observational Fairness

Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization

Authors: Ramprasaath R. Selvaraju, Michael Cogswell, Abhishek Das, Ramakrishna Vedantam, Devi Parikh, Dhruv Batra | Published: 2016-10-07 | Updated: 2019-12-03
XAI (Explainable AI)
Deep Learning Technology
画像キャプショニング

DeepDGA: Adversarially-Tuned Domain Generation and Detection

Authors: Hyrum S. Anderson, Jonathan Woodbridge, Bobby Filar | Published: 2016-10-06
DGA検出手法
Adversarial Learning
Robustness of Deep Networks