Adversarial Example

You Don’t Need Robust Machine Learning to Manage Adversarial Attack Risks

Authors: Edward Raff, Michel Benaroch, Andrew L. Farris | Published: 2023-06-16
Membership Inference
Adversarial Example
Threat modeling

Theoretical Foundations of Adversarially Robust Learning

Authors: Omar Montasser | Published: 2023-06-13
Poisoning
Robustness Evaluation
Adversarial Example

Adversarial attacks and defenses in explainable artificial intelligence: A survey

Authors: Hubert Baniecki, Przemyslaw Biecek | Published: 2023-06-06 | Updated: 2024-02-13
Membership Inference
Attack Method
Adversarial Example

Evading Black-box Classifiers Without Breaking Eggs

Authors: Edoardo Debenedetti, Nicholas Carlini, Florian Tramèr | Published: 2023-06-05 | Updated: 2024-02-14
Attack Evaluation
Adversarial Example
Adversarial attack

Adversarial-Aware Deep Learning System based on a Secondary Classical Machine Learning Verification Approach

Authors: Mohammed Alkhowaiter, Hisham Kholidy, Mnassar Alyami, Abdulmajeed Alghamdi, Cliff Zou | Published: 2023-06-01
Adversarial Example
Adversarial attack
Watermark Evaluation

Frequency maps reveal the correlation between Adversarial Attacks and Implicit Bias

Authors: Lorenzo Basile, Nikos Karantzas, Alberto d'Onofrio, Luca Manzoni, Luca Bortolussi, Alex Rodriguez, Fabio Anselmi | Published: 2023-05-24 | Updated: 2025-04-08
Adversarial Example
Adversarial attack
Deep Learning Method

Adversarial Demonstration Attacks on Large Language Models

Authors: Jiongxiao Wang, Zichen Liu, Keun Hee Park, Zhuojun Jiang, Zhaoheng Zheng, Zhuofeng Wu, Muhao Chen, Chaowei Xiao | Published: 2023-05-24 | Updated: 2023-10-14
Malicious Demo Construction
Adversarial Example
Adversarial attack

Attacks on Online Learners: a Teacher-Student Analysis

Authors: Riccardo Giuseppe Margiotta, Sebastian Goldt, Guido Sanguinetti | Published: 2023-05-18 | Updated: 2023-10-29
Backdoor Attack
Reinforcement Learning
Adversarial Example

Improving Robustness Against Adversarial Attacks with Deeply Quantized Neural Networks

Authors: Ferheen Ayaz, Idris Zakariyya, José Cano, Sye Loong Keoh, Jeremy Singer, Danilo Pau, Mounia Kharbouche-Harrari | Published: 2023-04-25
Robustness Evaluation
Adversarial Example
Quantization and Privacy

Machine-learned Adversarial Attacks against Fault Prediction Systems in Smart Electrical Grids

Authors: Carmelo Ardito, Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Fatemeh Nazary, Giovanni Servedio | Published: 2023-03-28 | Updated: 2024-01-30
Automation of Cybersecurity
Adversarial Example
Machine Learning Technology