Machine Learning for Cyber Agents

lt;p> Dr. Stanislav Abaimov is a research associate at the Department of Computer Science, University of Bristol. He received a PhD in Cyber Security and Electronic Engineering from the University of Rome, Tor Vergata; and earned a degree of MSc in Information Security at the Royal Holloway, University of London.

Stanislav's research area is related to the security of industrial control systems and machine learning application for cyber defence, including in autonomous systems. He is a contributing member of the Pugwash Conferences on Science and World Affairs.

Prof. Maurizio Martellini is Director of the Insubria Center on International Security (ICIS), Secretary General of the Landau Network-Fondazione Alessandro Volta (LN-FAV), Professor of Physics at the University of Insubria (Como, Italy), Member of the Pugwash General Conferences, advisor of the Italian Ministryof Foreign Affairs and was Executive Secretary of the former International Working Group (IWG).

As expert in non-proliferation and disarmament issues, ICIS Director and LNFV Secretary General,

Prof. Martellini organizes International Conferences, Schools and Workshops and edit publications as well as specific Case Studies. His fields of Research and Analysis are: theoretical and nuclear physics, cyber security of nuclear infrastructures, global scientists engagement, management anddisposal of hazmats; scientific and technological aspects concerning international security; CBRN risks mitigation issues; science and engineering diplomacy; and CBRN education and awareness. He is also Team Leader and Expert of several EU CBRN CoE projects.

Since 2016 he is the Scientific Director and Co-founder of TheranostiCentre Srl, an innovative startup who studied a new intraoperative radiotherapy system that uses neutron beams to irradiate a wider and deeper range of tumors. The new technology invented by Prof. Martellini, has recently obtained three patents, one Italian and two European. Author of more than 200 publications in the fields of fundamental physics on national and international specialized journals and articles in national and international geopolitical and international affairs journals like Limes and Heartland, he is also co-editor of several books and reports. His publications, cited over 2000 times, include:

- M. Martellini, R. Trapp, 21st Century Prometheus. Managing CBRN Safety and Security Affectedby Cutting-Edge Technologies, Springer (2019)

- M. Martellini, A. Malizia, Cyber and Chemical, Biological, Radiological, Nuclear, Explosives

Challenges. Threats and Counter Efforts, Springer (2017)

- M. Martellini, S. Abaimov, S. Gaycken, C. Wilson, Information Security of Highly Critical

Wireless Networks, Springer (2017)

- M. Martellini, Cyber Security Deterrence and IT Protection for Critical Infrastructures, Springer

(2013)

1. Introduction.- 2. Understanding Machine Learning.- 3. Defence.- 4. Attack.- 5. Feasibility and Misconceptions.- 6. International resonance.- 7. Prospects.- 8. Conclusion.