AIセキュリティポータルbot

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セキュリティ
マルウェア分類
モデル識別

Membership Inference Attacks against Machine Learning Models

Authors: Reza Shokri, Marco Stronati, Congzheng Song, Vitaly Shmatikov | Published: 2016-10-18 | Updated: 2017-03-31
トリガーの検知
プライバシー保護機械学習
メンバーシップ推論

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
プライバシー保護機械学習
差分プライバシー
自己教師あり学習

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
通信コスト削減
連合学習
量子化とプライバシー

An arbiter PUF secured by remote random reconfigurations of an FPGA

Authors: Alexander Spenke, Ralph Breithaupt, Rainer Plaga | Published: 2016-10-12
FPGA
デバイス認証
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
強化学習アルゴリズム
深層学習手法

Equality of Opportunity in Supervised Learning

Authors: Moritz Hardt, Eric Price, Nathan Srebro | Published: 2016-10-07
モデル識別
公平性のあるAIモデルの作成
観察的公平性の測定

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(説明可能なAI)
深層学習技術
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
敵対的学習
深層ネットワークの堅牢性

Technical Report on the CleverHans v2.1.0 Adversarial Examples Library

Authors: Nicolas Papernot, Fartash Faghri, Nicholas Carlini, Ian Goodfellow, Reuben Feinman, Alexey Kurakin, Cihang Xie, Yash Sharma, Tom Brown, Aurko Roy, Alexander Matyasko, Vahid Behzadan, Karen Hambardzumyan, Zhishuai Zhang, Yi-Lin Juang, Zhi Li, Ryan Sheatsley, Abhibhav Garg, Jonathan Uesato, Willi Gierke, Yinpeng Dong, David Berthelot, Paul Hendricks, Jonas Rauber, Rujun Long, Patrick McDaniel | Published: 2016-10-03 | Updated: 2018-06-27
モデルの堅牢性
敵対的訓練
防御メカニズム