Projects per year
Abstract
Customising AI technologies to each user’s preferences is fundamental to them functioning well. Unfortunately, current methods require too much user involvement and fail to capture their true preferences. In fact, to avoid the nuisance of manually setting preferences, users usually accept the default settings even if these do not conform to their true preferences. Norms can be useful to regulate behaviour and ensure it adheres to user preferences but, while the literature has thoroughly studied norms, most proposals take a formal perspective. Indeed, while there has been some research on constructing norms to capture a user’s privacy preferences, these methods rely on domain knowledge which, in the case of AI technologies, is difficult to obtain and maintain. We argue that a new perspective is required when constructing norms, which is to exploit the large amount of preference information readily available from whole systems of users. Inspired by recommender systems, we believe that collaborative filtering can offer a suitable approach to identifying a user’s norm preferences without excessive user involvement.
Original language | English |
---|---|
Title of host publication | PRIMA 2022 |
Subtitle of host publication | Principles and Practice of Multi-Agent Systems - 24th International Conference, Proceedings |
Editors | Reyhan Aydoğan, Natalia Criado, Victor Sanchez-Anguix, Jérôme Lang, Marc Serramia |
Place of Publication | Cham, Germany |
Publisher | Springer |
Pages | 669-678 |
Number of pages | 10 |
ISBN (Electronic) | 978-3-031-21203-1 |
ISBN (Print) | 9783031212024 |
DOIs | |
Publication status | Published - 11 Nov 2022 |
Event | PRIMA 2022: Principles and Practice of Multi-Agent Systems - Valencia, Spain Duration: 16 Nov 2022 → 18 Nov 2022 |
Publication series
Name | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
---|---|
Volume | 13753 LNAI |
ISSN (Print) | 0302-9743 |
ISSN (Electronic) | 1611-3349 |
Conference
Conference | PRIMA 2022: Principles and Practice of Multi-Agent Systems |
---|---|
Abbreviated title | PRIMA 2022 |
Country/Territory | Spain |
City | Valencia |
Period | 16/11/2022 → 18/11/2022 |
Keywords
- Norms
- Collaborative filtering
- Preferences
- Privacy
Fingerprint
Dive into the research topics of 'Collaborative Filtering to Capture AI User’s Preferences as Norms'. Together they form a unique fingerprint.Projects
- 1 Finished
-
SAIS: Secure AI assistantS
Such, J. (Primary Investigator), Coté, M. (Primary Investigator), Criado Pacheco, N. (Primary Investigator), Luck, M. (Primary Investigator), Moreau, L. (Primary Investigator), Suarez de Tangil Rotaeche, G. (Primary Investigator) & Wilkinson, B. (Primary Investigator)
EPSRC Engineering and Physical Sciences Research Council
1/06/2020 → 30/11/2023
Project: Research