Adversarial Learning

CAIN: Hijacking LLM-Humans Conversations via a Two-Stage Malicious System Prompt Generation and Refining Framework

Authors: Viet Pham, Thai Le | Published: 2025-05-22
LLM Security
Prompt Injection
Adversarial Learning

On the Lack of Robustness of Binary Function Similarity Systems

Authors: Gianluca Capozzi, Tong Tang, Jie Wan, Ziqi Yang, Daniele Cono D'Elia, Giuseppe Antonio Di Luna, Lorenzo Cavallaro, Leonardo Querzoni | Published: 2024-12-05 | Updated: 2025-05-22
バイナリ分析
Adversarial Learning
Adversarial Learning

FairVFL: A Fair Vertical Federated Learning Framework with Contrastive Adversarial Learning

Authors: Tao Qi, Fangzhao Wu, Chuhan Wu, Lingjuan Lyu, Tong Xu, Zhongliang Yang, Yongfeng Huang, Xing Xie | Published: 2022-06-07 | Updated: 2022-10-31
Bias
Poisoning
Adversarial Learning

Towards Understanding the Dynamics of the First-Order Adversaries

Authors: Zhun Deng, Hangfeng He, Jiaoyang Huang, Weijie J. Su | Published: 2020-10-20
Adversarial Learning
Optimization Methods
Weight Update Method

A Survey of Machine Learning Techniques in Adversarial Image Forensics

Authors: Ehsan Nowroozi, Ali Dehghantanha, Reza M. Parizi, Kim-Kwang Raymond Choo | Published: 2020-10-19
Poisoning
Adversarial Learning
Adversarial Example

Playing it Safe: Adversarial Robustness with an Abstain Option

Authors: Cassidy Laidlaw, Soheil Feizi | Published: 2019-11-25
Adversarial Learning
Adversarial Example
Adversarial Attack Methods

Cross-Representation Transferability of Adversarial Attacks: From Spectrograms to Audio Waveforms

Authors: Karl Michel Koerich, Mohammad Esmaeilpour, Sajjad Abdoli, Alceu de Souza Britto Jr., Alessandro Lameiras Koerich | Published: 2019-10-22 | Updated: 2020-07-29
Adversarial Learning
Performance Evaluation
Adversarial Transferability

Recovering Localized Adversarial Attacks

Authors: Jan Philip Göpfert, Heiko Wersing, Barbara Hammer | Published: 2019-10-21
Poisoning
Adversarial Learning
Feature Importance Analysis

A Fast Saddle-Point Dynamical System Approach to Robust Deep Learning

Authors: Yasaman Esfandiari, Aditya Balu, Keivan Ebrahimi, Umesh Vaidya, Nicola Elia, Soumik Sarkar | Published: 2019-10-18 | Updated: 2021-03-01
Model Robustness
Adversarial Learning
Adversarial Example

Enforcing Linearity in DNN succours Robustness and Adversarial Image Generation

Authors: Anindya Sarkar, Nikhil Kumar Gupta, Raghu Iyengar | Published: 2019-10-17 | Updated: 2019-10-21
Poisoning
Adversarial Learning
Adversarial Example