Role of Machine Learning

Towards LLM Guardrails via Sparse Representation Steering

Authors: Zeqing He, Zhibo Wang, Huiyu Xu, Kui Ren | Published: 2025-03-21
Sparse Representation Method
Model Interpretability
Role of Machine Learning

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
Issues with Commercial ML Products
Adversarial Example
Role of Machine Learning

Addressing Privacy Threats from Machine Learning

Authors: Mary Anne Smart | Published: 2021-10-25
Privacy Protection
Human-Centered Approach
Role of Machine Learning

Datasets are not Enough: Challenges in Labeling Network Traffic

Authors: Jorge Guerra, Carlos Catania, Eduardo Veas | Published: 2021-10-12 | Updated: 2021-12-30
Challenges of Data Labeling
Data Generation
Role of Machine Learning

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

Authors: Florian Tramèr | Published: 2021-07-24 | Updated: 2022-06-16
Role of Machine Learning
Defense Mechanism
High Difficulty Sample

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
Malware Classification
Role of Machine Learning
Evaluation Method

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
Privacy Protection Mechanism
Role of Machine Learning
Complexity of the Environment

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
Ethical Considerations
Role of Machine Learning
Social Impact

Resilient Cooperative Adaptive Cruise Control for Autonomous Vehicles Using Machine Learning

Authors: Srivalli Boddupalli, Akash Someshwar Rao, Sandip Ray | Published: 2021-03-18
Attack Detection
Adversarial Attack Methods
Role of Machine Learning

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
Dataset evaluation
Attack Detection
Role of Machine Learning