AIセキュリティポータルbot

Secure multiparty computations in floating-point arithmetic

Authors: Chuan Guo, Awni Hannun, Brian Knott, Laurens van der Maaten, Mark Tygert, Ruiyu Zhu | Published: 2020-01-09
多項式近似
機械学習
線形モデル

Explainable Deep Convolutional Candlestick Learner

Authors: Jun-Hao Chen, Samuel Yen-Chi Chen, Yun-Cheng Tsai, Chih-Shiang Shur | Published: 2020-01-08 | Updated: 2020-05-29
ローソク足パターン
敵対的摂動手法
機械学習の応用

To Transfer or Not to Transfer: Misclassification Attacks Against Transfer Learned Text Classifiers

Authors: Bijeeta Pal, Shruti Tople | Published: 2020-01-08
プロンプトインジェクション
メンバーシップ推論
敵対的学習

MACER: Attack-free and Scalable Robust Training via Maximizing Certified Radius

Authors: Runtian Zhai, Chen Dan, Di He, Huan Zhang, Boqing Gong, Pradeep Ravikumar, Cho-Jui Hsieh, Liwei Wang | Published: 2020-01-08 | Updated: 2022-03-14
ロバスト性に関する評価
最適化手法
深層学習

Softmax-based Classification is k-means Clustering: Formal Proof, Consequences for Adversarial Attacks, and Improvement through Centroid Based Tailoring

Authors: Sibylle Hess, Wouter Duivesteijn, Decebal Mocanu | Published: 2020-01-07
クラスタリング手法
ロバスト性に関する評価
敵対的学習

WAF-A-MoLE: Evading Web Application Firewalls through Adversarial Machine Learning

Authors: Luca Demetrio, Andrea Valenza, Gabriele Costa, Giovanni Lagorio | Published: 2020-01-07
ロバスト性に関する評価
悪意のあるクライアント
敵対的学習

Towards a secure behavior modeling for IoT networks using Blockchain

Authors: Jawad Ali, Ahmad Shahrafidz Khalid, Eiad Yafi, Shahrulniza Musa, Waqas Ahmed | Published: 2020-01-06
IoTセキュリティ
Trusted Capable Model Environments
深層学習

Generating Semantic Adversarial Examples via Feature Manipulation

Authors: Shuo Wang, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen, Tianle Chen | Published: 2020-01-06 | Updated: 2022-05-20
データ生成
敵対的サンプル
敵対的学習

Toward Optimal Adversarial Policies in the Multiplicative Learning System with a Malicious Expert

Authors: S. Rasoul Etesami, Negar Kiyavash, Vincent Leon, H. Vincent Poor | Published: 2020-01-02 | Updated: 2020-09-18
敵対的学習
最適化手法
統計的手法

ATHENA: A Framework based on Diverse Weak Defenses for Building Adversarial Defense

Authors: Ying Meng, Jianhai Su, Jason O'Kane, Pooyan Jamshidi | Published: 2020-01-02 | Updated: 2020-10-16
敵対的学習
透かし評価
防御手法の効果分析