Connectionists: [CfP - extended deadline] (Special Session @ IPMU 2022) MIIXAI: Managing Imprecise Information for XAI

malchiodi malchiodi at di.unimi.it
Tue Jan 18 05:29:20 EST 2022


(Special Session @ IPMU 2022) MIIXAI: Managing Imprecise Information for 
XAI

EXTENDED DEADLINE FOR SUBMISSION: Friday, 18 February 2022

(apologies for cross postings)

People have an exceptional ability in managing imprecise information
in forms that are well captured by several theories within the
Granular Computing paradigm, such as Fuzzy Set Theory, Rough Set
Theory, Interval Computing and hybrid theories among others. Endowing
XAI systems with the ability of dealing with the many forms of
imprecision, is therefore a key challenge that can push forward
current XAI technologies towards more trustworthy systems based on
imprecise information (II) and full collaborative intelligence. The
Special Session will gather recent advancements in topics like
foundational, theoretical and methodological aspects of imprecision
management in XAI, new technologies for representing and processing
imprecision in XAI systems, as well as real-world applications that
demonstrate explainability improvements through imprecision
management.

Topics include but are not limited to:

- Design of explainable II-based systems
- Evaluation of explainability in models for II
- Hybrid systems dealing with different forms of imprecision
- Successful applications of explainable II-based systems
- Induction of explainable models from II
- Theoretical aspects of explainability in II-based systems

Important dates:

-    Submission of Full Papers (EXTENDED): Friday, 18 February 2022
-    Notification of Acceptance (EXTENDED): Friday, 1 April 2022
-    Camera-ready Submission (EXTENDED): Friday, 22 April 2022
-    Conference: 11-15 July 2022, Milan, Italy

Submission instructions and more information at IPMU website:
https://ipmu2022.disco.unimib.it/

Organizers:
-   Dario Malchiodi, Dept. of Computer Science, Università degli Studi 
di Milano, Italy, dario.malchiodi at unimi.it
-   Corrado Mencar, Dept. of Computer Science, University of Bari Aldo 
Moro, Italy, corrado.mencar at uniba.it


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