Negative impact “Continuous decrease in predictive accuracy, leading to degradation or cessation of functionality or service quality”

This page provides the attacks and factors that have a negative impact “Continuous decrease in predictive accuracy, leading to degradation or cessation of functionality or service quality” in the information systems aspect in the AI Security Map, the defense methods and countermeasures against them, as well as the relevant AI technologies, tasks, and data. It also indicates related elements in the external influence aspect.

Attack or cause

• Poisoning attack

Defensive method or countermeasure

• Detection of poisoned data
• Certified robustness

Targeted AI technology

• DNN
• CNN
• LLM
• Contrastive learning
• FSL
• GNN
• Federated learning
• LSTM
• RNN

Task

• Classification
• Generation

Data

• Image
• Graph
• Text
• Audio

Related external influence aspect

• Reputation
• Usability
• Physical impact
• Psychological impact
• Financial impact
• Economy
• Critical infrastructure
• Medical care

References