AIセキュリティポータルbot

Building Robust Ensembles via Margin Boosting

Authors: Dinghuai Zhang, Hongyang Zhang, Aaron Courville, Yoshua Bengio, Pradeep Ravikumar, Arun Sai Suggala | Published: 2022-06-07
ポイズニング
ロバスト性
敵対的攻撃手法

Improving Adversarial Robustness by Putting More Regularizations on Less Robust Samples

Authors: Dongyoon Yang, Insung Kong, Yongdai Kim | Published: 2022-06-07 | Updated: 2023-06-01
ロバスト性
敵対的サンプル
敵対的攻撃手法

Subject Membership Inference Attacks in Federated Learning

Authors: Anshuman Suri, Pallika Kanani, Virendra J. Marathe, Daniel W. Peterson | Published: 2022-06-07 | Updated: 2023-06-02
DFLに対する攻撃手法
メンバーシップ推論
連合学習

FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning

Authors: Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Zhongliang Yang, Yongfeng Huang, Xing Xie | Published: 2022-06-07 | Updated: 2022-10-31
バイアス
ポイズニング
対抗的学習

Sampling without Replacement Leads to Faster Rates in Finite-Sum Minimax Optimization

Authors: Aniket Das, Bernhard Schölkopf, Michael Muehlebach | Published: 2022-06-07 | Updated: 2022-10-10
収束性分析
形式的検証
関数の定義

RORL: Robust Offline Reinforcement Learning via Conservative Smoothing

Authors: Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han | Published: 2022-06-06 | Updated: 2022-10-22
ロバスト性
不確実性評価
強化学習環境

Deep Reinforcement Learning for Cybersecurity Threat Detection and Protection: A Review

Authors: Mohit Sewak, Sanjay K. Sahay, Hemant Rathore | Published: 2022-06-06
エンドポイント検出
ネットワーク脅威検出
強化学習環境

Spam Detection Using BERT

Authors: Thaer Sahmoud, Mohammad Mikki | Published: 2022-06-06 | Updated: 2022-06-07
サイバー脅威
スパム検出
パフォーマンス評価

Leveraging Machine Learning for Ransomware Detection

Authors: Nanda Rani, Sunita Vikrant Dhavale | Published: 2022-06-04
サイバー脅威
ハイブリッド分析
動的分析

A New Security Boundary of Component Differentially Challenged XOR PUFs Against Machine Learning Modeling Attacks

Authors: Gaoxiang Li, Khalid T. Mursi, Ahmad O. Aseeri, Mohammed S. Alkatheiri, Yu Zhuang | Published: 2022-06-02
PUFの評価手法
セキュリティ保証
トレーニングプロトコル