11
Adversarial Machine Learning in Malware
Safe AI for Cyber-Physical Systems
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Preface
1
Fundamental of AI and Cybersecurity
2
Introduction to Time Series Analysis
3
Deep Learning Models Overview
4
Autoregressive Moving Average (ARMA) Models
5
Deep Learning Models Overview
6
Adversarial Machine Learning
7
White-box Evasion Attack
8
Black-box Evasion Attack
9
Poisoning Attacks
10
Defense against evasion attacks
11
Adversarial Machine Learning in Malware
12
Adversarial LLMs
13
Adversarial LLMs1
References
Appendices
A
Weighted least squares
B
Generalized least squares
C
Synchrony of parametric trends
D
Analysis of precipitation extremes and climate projections
E
Practice exercises
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Adversarial Machine Learning in Malware
10
Defense against evasion attacks
12
Adversarial LLMs