A general-purpose protocol for multi-agent based explanations

Name: A general-purpose protocol for multi-agent based explanations
Author: Ciatto, G., Magnini, M., Buzcu, Berk, Aydoğan, Reyhan, Omicini, A.

İsim	A general-purpose protocol for multi-agent based explanations
Yazar	Ciatto, G., Magnini, M., Buzcu, Berk, Aydoğan, Reyhan, Omicini, A.
Basım Tarihi:	2023
Basım Yeri	- Springer
Konu	Explanation protocols, Multi-agent systems, PyXMas, Recommender systems, Spade, XAI
Tür	Belge
Dil	İngilizce
Dijital	Evet
Yazma	Hayır
Kütüphane:	Özyeğin Üniversitesi
Demirbaş Numarası	978-303140877-9
Kayıt Numarası	bf7240d2-4981-4214-bf8e-7d3684a51f5c
Lokasyon	Computer Science
Tarih	2023
Notlar	Chist-Era IV ; Ministero dell’Istruzione, dell’Università e della Ricerca ; TÜBİTAK
Örnek Metin	Building on prior works on explanation negotiation protocols, this paper proposes a general-purpose protocol for multi-agent systems where recommender agents may need to provide explanations for their recommendations. The protocol specifies the roles and responsibilities of the explainee and the explainer agent and the types of information that should be exchanged between them to ensure a clear and effective explanation. However, it does not prescribe any particular sort of recommendation or explanation, hence remaining agnostic w.r.t. such notions. Novelty lays in the extended support for both ordinary and contrastive explanations, as well as for the situation where no explanation is needed as none is requested by the explainee. Accordingly, we formally present and analyse the protocol, motivating its design and discussing its generality. We also discuss the reification of the protocol into a re-usable software library, namely PyXMas, which is meant to support developers willing to build explainable MAS leveraging our protocol. Finally, we discuss how custom notions of recommendation and explanation can be easily plugged into PyXMas.
DOI	10.1007/978-3-031-40878-6_3
Cilt	14127 LNAI

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Özyeğin Üniversitesi

Kaynağa git

A general-purpose protocol for multi-agent based explanations

Yazar Ciatto, G., Magnini, M., Buzcu, Berk, Aydoğan, Reyhan, Omicini, A.

Basım Tarihi 2023

Basım Yeri - Springer

Konu Explanation protocols, Multi-agent systems, PyXMas, Recommender systems, Spade, XAI

Tür Belge

Dil İngilizce

Dijital Evet

Yazma Hayır

Kütüphane Özyeğin Üniversitesi

Demirbaş Numarası 978-303140877-9

Kayıt Numarası bf7240d2-4981-4214-bf8e-7d3684a51f5c

Lokasyon Computer Science

Tarih 2023

Notlar Chist-Era IV ; Ministero dell’Istruzione, dell’Università e della Ricerca ; TÜBİTAK

Örnek Metin Building on prior works on explanation negotiation protocols, this paper proposes a general-purpose protocol for multi-agent systems where recommender agents may need to provide explanations for their recommendations. The protocol specifies the roles and responsibilities of the explainee and the explainer agent and the types of information that should be exchanged between them to ensure a clear and effective explanation. However, it does not prescribe any particular sort of recommendation or explanation, hence remaining agnostic w.r.t. such notions. Novelty lays in the extended support for both ordinary and contrastive explanations, as well as for the situation where no explanation is needed as none is requested by the explainee. Accordingly, we formally present and analyse the protocol, motivating its design and discussing its generality. We also discuss the reification of the protocol into a re-usable software library, namely PyXMas, which is meant to support developers willing to build explainable MAS leveraging our protocol. Finally, we discuss how custom notions of recommendation and explanation can be easily plugged into PyXMas.

DOI 10.1007/978-3-031-40878-6_3

Cilt 14127 LNAI