| Vol-2942 urn:nbn:de:0074-2942-9 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).

# AIofAI 2021
Adverse Impacts and Collateral Effects of Artificial Intelligence Technologies 2021

### Proceedings of the 1st Workshop on Adverse Impacts and Collateral Effects of Artificial Intelligence Technologies - AIofAI 2021
co-located with 30th International Conference on Artificial Intelligence (IJCAI 2021)

### Montréal, Canada, August 19, 2021.

Edited by

### Esma Aïmeur *
Nicolás E. Díaz Ferreyra **
Hicham Hage ***

* Université de Montréal, Department of Computer Science and Operations Research, Montréal, Canada
** University of Duisburg-Essen, Department of Computer Science and Applied Cognitive Science, Duisburg, Germany
*** Notre Dame University-Louaize, Computer Science Department, Zouk Mosbeh, Lebanon

## Table of Contents

- Preface
  Summary: There were 9 papers submitted for peer-review to this workshop. Out of these, 7 papers were accepted for this volume, 3 as regular papers and 4 as short papers.

### Regular Papers

- Dataset Reconstruction Attack Against Language Models 1-17
  Rrubaa Panchendrarajan, Suman Bhoi
- ROBUST: Deep Learning for Malware Detection under Changing Environments 18-30
  Adel Abusitta, Talal Halabi, Omar Abdel Wahab
- SecuBot, a Teacher in Appearance: How Social Chatbots Can Influence People 31-49
  Jordi Saleilles, Esma Aïmeur

### Short Papers

- Using Mathematically-Grounded Metaphors to Teach AI-Related Cybersecurity 50-56
  Bart P. Knijnenburg, Nicole Bannister, Kelly Caine
- The Presidential Deepfakes Dataset 57-72
  Aruna Sankaranarayanan, Matthew Groh, Rosalind Picard, Andrew Lippman
- Mitigating Digital Mindlessness 73-79
  Sushmita Khan, Mehtab Iqbal, Nushrat Humaira, Nina Hubig, Bart Knijnenburg
- Artificially Intelligent and Inclusive by Design: A Human-Centered Approach to Online Safety 80-86
  Daricia Wilkinson

### Invited Papers

- The Future of AI Ethics and the Role of Neurotechnology 87-96
  Sara Berger, Francesca Rossi
- Is My Model Biased? Exploring Unintended Bias in Misogyny Detection Tasks 97-111
  Daniela Godoy, Antonela Tommasel
- Fake News and AI: Fighting Fire with Fire? 112-115
  Kimiz Dalkir
- What Are You Afraid Of? AI Doesn’t Kill People; People Kill People 116-121
  Roger Schank, Ray Bareiss

2021-09-03: submitted by Nicolás E. Díaz Ferreyra, metadata incl. bibliographic data published under Creative Commons CC0
2021-09-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|