Poisoning

Stronger Data Poisoning Attacks Break Data Sanitization Defenses

Authors: Pang Wei Koh, Jacob Steinhardt, Percy Liang | Published: 2018-11-02 | Updated: 2021-12-03
Poisoning
Robustness Analysis
Robust Optimization

Learning with Bad Training Data via Iterative Trimmed Loss Minimization

Authors: Yanyao Shen, Sujay Sanghavi | Published: 2018-10-28 | Updated: 2019-02-18
Data Curation
Poisoning
Robust Estimation

Exploring Adversarial Examples in Malware Detection

Authors: Octavian Suciu, Scott E. Coull, Jeffrey Johns | Published: 2018-10-18 | Updated: 2019-04-13
Poisoning
Adversarial Example
Adversarial Attack Methods

Neural Networks with Structural Resistance to Adversarial Attacks

Authors: Luca de Alfaro | Published: 2018-09-25
Poisoning
Certified Robustness
Robustness Improvement Method

Poisoning Attacks to Graph-Based Recommender Systems

Authors: Minghong Fang, Guolei Yang, Neil Zhenqiang Gong, Jia Liu | Published: 2018-09-11
Poisoning attack on RAG
Poisoning
Adversarial attack

Universal Multi-Party Poisoning Attacks

Authors: Saeed Mahloujifar, Mohammad Mahmoody, Ameer Mohammed | Published: 2018-09-10 | Updated: 2021-11-10
Poisoning
Multi-Party Attack
Adversarial attack

Towards Query Efficient Black-box Attacks: An Input-free Perspective

Authors: Yali Du, Meng Fang, Jinfeng Yi, Jun Cheng, Dacheng Tao | Published: 2018-09-09
Query Generation Method
Trigger Detection
Poisoning

Adversarial Attacks on Node Embeddings via Graph Poisoning

Authors: Aleksandar Bojchevski, Stephan Günnemann | Published: 2018-09-04 | Updated: 2019-05-27
Poisoning
Certified Robustness
Robustness Analysis

Mitigating Sybils in Federated Learning Poisoning

Authors: Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh | Published: 2018-08-14 | Updated: 2020-07-15
Poisoning
Robustness Analysis
Adversarial attack

Gradient Band-based Adversarial Training for Generalized Attack Immunity of A3C Path Finding

Authors: Tong Chen, Wenjia Niu, Yingxiao Xiang, Xiaoxuan Bai, Jiqiang Liu, Zhen Han, Gang Li | Published: 2018-07-18
Poisoning
Adversarial Learning
Adversarial attack