|  | Vol-2776 urn:nbn:de:0074-2776-1 Copyright © 2020 for the individual papers by the papers' authors. Copyright © 2020 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).

# AIxIA 2020 DP
AIxIA 2020 Discussion Papers Workshop

### Proceedings of the AIxIA 2020 Discussion Papers Workshop
co-located with the the 19th International Conference of the Italian Association for Artificial Intelligence (AIxIA2020)

### Anywhere, November 27th, 2020.

Edited by

### Giuseppe Vizzari *
Matteo Palmonari **
Andrea Orlandini ***

* Complex Systems and Artificial Intelligence research center, Università degli Studi di Milano-Bicocca, Milano, Italy
** Interaction and Semantics for Interoperable Data and sErvices (INSID&S), Dipartimento di Informatica, Sistemistica e Comunicazione, Università degli Studi di Milano-Bicocca, Milano, Italy
*** Institute for Cognitive Sciences and Technologies (ISTC), Consiglio Nazionale delle Ricerche (CNR), Roma, Italy

## Table of Contents

- Summary: There were 8 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume, 3 as regular papers and 3 as short papers.

### Session 1: Expressiveness, Abstractions, Reflections on AI Practices

- Not Just for Humans: Explanation for Agent-to-Agent Communication 1-11
  Andrea Omicini

### Session 2: Ethics & AI

- Towards a Gendered Innovation in AI (short paper) 12-18
  Silvana Badaloni, Francesca A. Lisi

### Session 3: Challenges for Natural Language Processing in the Deep Learning Era

- A Qualitative Analysis of the State of the Art in Process Extraction from Text 19-30
  Patrizio Bellan, Mauro Dragoni, Chiara Ghidini
- It’s the End of the Gold Standard as we Know it. On the Impact of Pre-aggregation on the Evaluation of Highly Subjective Tasks 31-40
  Valerio Basile

### Session 4: Human Cognition, AI and Content Recommendation

- What Cognitive Research Can Do for AI: a Case Study (short paper) 41-48
  Antonio Lieto, Gian Luca Pozzato
- Assessing Perceptual and Recommendation Mutation of Adversarially-Poisoned Visual Recommenders (short paper) 49-56
  Vito Walter Anelli, Tommaso Di Noia, Daniele Malitesta, Felice Antonio Merra

2020-12-15: submitted by Giuseppe Vizzari, metadata incl. bibliographic data published under Creative Commons CC0
2020-12-15: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|