文献データベース

Does Proprietary Software Still Offer Protection of Intellectual Property in the Age of Machine Learning? — A Case Study using Dual Energy CT Data

Authors: Andreas Maier, Seung Hee Yang, Farhad Maleki, Nikesh Muthukrishnan, Reza Forghani | Published: 2021-12-06
医療モニタリングシステム
機械学習の応用
機械学習手法

When the Curious Abandon Honesty: Federated Learning Is Not Private

Authors: Franziska Boenisch, Adam Dziedzic, Roei Schuster, Ali Shahin Shamsabadi, Ilia Shumailov, Nicolas Papernot | Published: 2021-12-06 | Updated: 2023-04-12
データ抽出と分析
トレーニングデータ抽出手法
ポイズニング

Beyond Robustness: Resilience Verification of Tree-Based Classifiers

Authors: Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese, Federico Marcuzzi, Salvatore Orlando | Published: 2021-12-05
アルゴリズム設計
安定性評価
耐久性問題

Using Static and Dynamic Malware features to perform Malware Ascription

Authors: Jashanpreet Singh Sraw, Keshav Kumar | Published: 2021-12-05
マルウェア検出手法
機械学習アルゴリズム
静的分析

SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning

Authors: Vasisht Duddu, Sebastian Szyller, N. Asokan | Published: 2021-12-04 | Updated: 2022-09-05
プライバシーリスク管理
一般化性能
過剰適合と記憶化

PhishMatch: A Layered Approach for Effective Detection of Phishing URLs

Authors: Harshal Tupsamudre, Sparsh Jain, Sachin Lodha | Published: 2021-12-04
フィッシング検出
メモリ管理手法
ユーザ行動分析

Node-wise Hardware Trojan Detection Based on Graph Learning

Authors: Kento Hasegawa, Kazuki Yamashita, Seira Hidano, Kazuhide Fukushima, Kazuo Hashimoto, Nozomu Togawa | Published: 2021-12-04 | Updated: 2022-03-16
グラフ表現学習
トポロジー解析
マルウェア検出手法

Examining Zero-Shot Vulnerability Repair with Large Language Models

Authors: Hammond Pearce, Benjamin Tan, Baleegh Ahmad, Ramesh Karri, Brendan Dolan-Gavitt | Published: 2021-12-03 | Updated: 2022-08-15
プログラム解釈グラフ
プロンプトインジェクション
自動脆弱性修復

Single-Shot Black-Box Adversarial Attacks Against Malware Detectors: A Causal Language Model Approach

Authors: James Lee Hu, Mohammadreza Ebrahimi, Hsinchun Chen | Published: 2021-12-03
プロンプトインジェクション
マルウェア検出手法
敵対的攻撃手法

Differential Privacy in Privacy-Preserving Big Data and Learning: Challenge and Opportunity

Authors: Honglu Jiang, Yifeng Gao, S M Sarwar, Luis GarzaPerez, Mahmudul Robin | Published: 2021-12-03
LDPメカニズム
データ整合性制約
プライバシーリスク管理