機械学習の役割

Towards LLM Guardrails via Sparse Representation Steering

Authors: Zeqing He, Zhibo Wang, Huiyu Xu, Kui Ren | Published: 2025-03-21
スパース表現手法
モデルの解釈性
機械学習の役割

The Role of Machine Learning in Cybersecurity

Authors: Giovanni Apruzzese, Pavel Laskov, Edgardo Montes de Oca, Wissam Mallouli, Luis Burdalo Rapa, Athanasios Vasileios Grammatopoulos, Fabio Di Franco | Published: 2022-06-20
商用ML製品の問題
敵対的サンプル
機械学習の役割

Addressing Privacy Threats from Machine Learning

Authors: Mary Anne Smart | Published: 2021-10-25
プライバシー保護
人間中心のアプローチ
機械学習の役割

Datasets are not Enough: Challenges in Labeling Network Traffic

Authors: Jorge Guerra, Carlos Catania, Eduardo Veas | Published: 2021-10-12 | Updated: 2021-12-30
データラベリングの課題
データ生成
機械学習の役割

Detecting Adversarial Examples Is (Nearly) As Hard As Classifying Them

Authors: Florian Tramèr | Published: 2021-07-24 | Updated: 2022-06-16
機械学習の役割
防御メカニズム
難易度の高いサンプル

Dynamic detection of mobile malware using smartphone data and machine learning

Authors: J. S. Panman de Wit, J. van der Ham, D. Bucur | Published: 2021-07-23
マルウェア分類
機械学習の役割
評価手法

Towards Quantifying the Carbon Emissions of Differentially Private Machine Learning

Authors: Rakshit Naidu, Harshita Diddee, Ajinkya Mulay, Aleti Vardhan, Krithika Ramesh, Ahmed Zamzam | Published: 2021-07-14
プライバシー保護メカニズム
機械学習の役割
環境の複雑性

Adversarial for Good? How the Adversarial ML Community’s Values Impede Socially Beneficial Uses of Attacks

Authors: Kendra Albert, Maggie Delano, Bogdan Kulynych, Ram Shankar Siva Kumar | Published: 2021-07-11 | Updated: 2021-09-15
倫理的考慮
機械学習の役割
社会的影響

Resilient Cooperative Adaptive Cruise Control for Autonomous Vehicles Using Machine Learning

Authors: Srivalli Boddupalli, Akash Someshwar Rao, Sandip Ray | Published: 2021-03-18
攻撃検出
敵対的攻撃手法
機械学習の役割

Machine Learning for Detecting Data Exfiltration: A Review

Authors: Bushra Sabir, Faheem Ullah, M. Ali Babar, Raj Gaire | Published: 2020-12-17 | Updated: 2021-03-21
データセット評価
攻撃検出
機械学習の役割