文献データベース

REALM: Retrieval-Augmented Language Model Pre-Training

Authors: Kelvin Guu, Kenton Lee, Zora Tung, Panupong Pasupat, Ming-Wei Chang | Published: 2020-02-10
RAG
データ生成手法
知識抽出手法

SparseIDS: Learning Packet Sampling with Reinforcement Learning

Authors: Maximilian Bachl, Fares Meghdouri, Joachim Fabini, Tanja Zseby | Published: 2020-02-10 | Updated: 2020-05-04
MLベースのIDS
トレーニング手法
強化学習

Adversarial Attacks on Linear Contextual Bandits

Authors: Evrard Garcelon, Baptiste Roziere, Laurent Meunier, Jean Tarbouriech, Olivier Teytaud, Alessandro Lazaric, Matteo Pirotta | Published: 2020-02-10 | Updated: 2020-10-23
アドバイス提供
ロバスト性評価
敵対的攻撃

Adversarial Data Encryption

Authors: Yingdong Hu, Liang Zhang, Wei Shan, Xiaoxiao Qin, Jing Qi, Zhenzhou Wu, Yang Yuan | Published: 2020-02-10 | Updated: 2020-02-11
ポイズニング
敵対的攻撃
暗号技術

Security and Privacy in IoT Using Machine Learning and Blockchain: Threats & Countermeasures

Authors: Nazar Waheed, Xiangjian He, Muhammad Ikram, Muhammad Usman, Saad Sajid Hashmi, Muhammad Usman | Published: 2020-02-10 | Updated: 2020-08-06
IoT特有の脅威
プライバシー保護メカニズム
暗号技術

Feature-level Malware Obfuscation in Deep Learning

Authors: Keith Dillon | Published: 2020-02-10
マルウェア分類
マルウェア検出

Robust binary classification with the 01 loss

Authors: Yunzhe Xue, Meiyan Xie, Usman Roshan | Published: 2020-02-09
ロバスト性向上手法
収束特性
機械学習技術

Input Validation for Neural Networks via Runtime Local Robustness Verification

Authors: Jiangchao Liu, Liqian Chen, Antoine Mine, Ji Wang | Published: 2020-02-09 | Updated: 2024-02-13
ロバスト性向上手法
敵対的サンプル
敵対的摂動手法

MDEA: Malware Detection with Evolutionary Adversarial Learning

Authors: Xiruo Wang, Risto Miikkulainen | Published: 2020-02-09 | Updated: 2020-04-17
悪意のあるパッケージ検出
機械学習技術
進化的アルゴリズム

Curse of Dimensionality on Randomized Smoothing for Certifiable Robustness

Authors: Aounon Kumar, Alexander Levine, Tom Goldstein, Soheil Feizi | Published: 2020-02-08 | Updated: 2020-08-14
ロバスト性向上手法
収束特性
統計的検定