| Vol-3125 urn:nbn:de:0074-3125-4 Copyright © 2021 for the individual papers by the papers' authors. Copyright © 2021 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# AI-Cybersec 2021
AI and Cybersecurity 2021

### Proceedings of the Workshop on AI and Cybersecurity (AI-Cybersec 2021)
co-located with 41st SGAI International Conference on Artificial Intelligence (SGAI 2021)

### Cambridge, United Kingdom, December 14th, 2021.

Edited by

### Sadiq Sani *
Harsha Kalutarage **

* BT, Applied Research, Ipswich, United Kingdom
** Robert Gordon University, School of Computing, Aberdeen, United Kingdom

## Table of Contents

- Preface
  Summary: There were 22 papers submitted for peer-review to this workshop. Out of these, 9 papers were accepted for this volume.

### Technical Papers

- Reasoning with Counterfactual Explanations for Code Vulnerability Detection and Correction 1-13
  Anjana Wijekoon, Nirmalie Wiratunga
- An Assessment of Robustness for Adversarial Attacks and Physical Distortions on Image Classification using Explainable AI 14-28
  K.T.Y. Mahima, Mohamed Ayoob, Guhanathan Poravi
- Semi-Supervised Detection of Algorithmically Generated Domains using Neural Network-Based Autoencoders 29-37
  Federico Cruciani, Samuel Moore, Bronagh Quigley, Sadiq Sani
- An Empirical Study on Cross-Data Transferability of Adversarial Attacks on Object Detectors 38-52
  Alexander Michael Staff, Jin Zhang, Jingyue Li, Jing Xie, Elizabeth Ann Traiger, Jon Arne Glomsrud, Kristian Bertheussen Karolius,
- A Real-Time In-Vehicle Network Testbed for Machine Learning-Based IDS Training and Validation 53-68
  Hesamaldin Jadidbonab, Andrew Tomlinson, Hoang Nga Nguyen, Trang Doan, Siraj Ahmed Shaikh
- Bayesian Hyper-Parameter Optimization for Malware Detection 69-84
  Fahad T. AlGorain, John A. Clark
- Memory Efficient Federated Deep Learning for Intrusion Detection in IoT Networks 85-99
  Idris Zakariyya, Harsha Kalutarage, M. Omar Al-Kadri

### Position Papers

- On the Need for Collaborative Intelligence in Cybersecurity 100-112
  Trevor Martin
- A Novel Anomaly Detection Approach to Secure APIs from Cyberattacks 113-126
  Arshardh Ifthikar, Nipun Thennakoon, Sanjeewa Malalgoda, Harsha Moraliyage, Thamindu Jayawickrama, Tiroshan Madushanka, Saman Hettiarachchi

2022-04-06: submitted by Sadiq Sani, metadata incl. bibliographic data published under Creative Commons CC0
2022-04-17: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|