Papers

• Immunology
  • S.T. Wierzchon, Brief intro to AIS
  • X. Xie et al. Immunology for AI
  • Raczej stare, ale mozna spojrzec Immunology as a Metaphor for Adaptive and Distributed Information Processing (2007)
  • Biologically Inspired Mechanisms for Adversarial Robustness (2020)
  • Artificial Immune System LARK
  • Understanding immunity: an alternative framework beyond defense and strength BIOLOGIA czysta
• Adversarial learning
  • Coursera: What Is Adversarial Machine Learning?
  • What Is an Adversarial AI Attack?
  • How Deep Learning Sees the World: A Survey on Adversarial Attacks & Defenses (2024)
  • Adversarial Examples in Modern Machine Learning: A Review (2019)
  • Adversarial Attacks and Defences: A Survey (2018) 1030 cytowan
  • A survey on adversarial attacks and defences (2020)
  • Adversarial Training Methods for Deep Learning: A Systematic Review (2022)
  • A Systematic Review of Adversarial Machine Learning Attacks, Defensive Controls, and Technologies, 2024
  • Adversarial Attack and Defense: A Survey (2022)
  • Classification of Adversarial Attacks Using Ensemble Clustering Approach, 2022
  • Is Data Clustering in Adversarial Settings Secure?, 2018
  • linki od p. Lidii Moryc:
    • On Adaptive Attacks to Adversarial Example Defenses, 2020
    • Towards Evaluating the Robustness of Neural Networks, 2016
    • Transferability in Machine Learning: from Phenomena to Black-Box Attacks using Adversarial Samples, 2016
    • Explaining and Harnessing Adversarial Examples, 2014
• Immune-based approaches
  • Artificial Immune System of Secure Face Recognition Against Adversarial Attacks, 2024, code
  • Defense Mechanisms Against Adversarial Attacks: Strengthening AI Security in Cybersecurity Applications, 2025
  • Advancements in Defense Mechanisms against Adversarial Attacks in Computer Vision, 2024
  • Defending Against Adversarial Attacks in Artificial Intelligence Technologies, 2025
  • Defending local poisoning attacks in multi-party learning via immune system, 2022
  • Adversarial attacks on medical machine learning, 2019
  • Modeling Biological Immunity to Adversarial Example (2020) - models of perception are discussed
  • Adopting Immunological Metaphors in Cybersecurity Applications (2022) A highly philosophical thesis

Books

• Digital Immune System: Principles and Practices, 2025
• Generative Adversarial Learning: Architectures and Applications To chyba mozna sciagnac na uczelni
• book on adversarial learnin.