This book constitutes the refereed proceedings of the XXIst International Conference of the Italian Association for Artificial Intelligence on AIxIA 2022 Advances in Artificial Intelligence, which was held in Udine, Italy, during November 28December 2, 2022.
The 33 full papers and 1 invited paper presented in this volume were carefully reviewed and selected from 54 submissions. They were organized in topical sections as follows: Hybrid Approaches; Graphs and Networks; Multiagent Systems; Automated Planning and Scheduling; AI Applications; Miscellany; Natural Language Processing; and Keynote talk.
Hybrid Approaches.- The PSyKE technology for Trustworthy Artificial Intelligence.- A Declarative Approach to Contrast Pattern Mining.-
Graphs and Networks.- Approximate Inference in Probabilistic Answer Set Programming for Statistical Probabilities.- Decision Trees with a Modal Flavor.- Assisted Process Knowledge Graph Building Using Pre-Trained Language Models.- Neural Networks Reduction via Lumping.- Knowledge Enhanced Neural Networks for relational domains.- Logic Tensor Networks for Top-N Recommendation.-
Multiagent Systems.- A Review of the Muddy Children Problem.- Multi-Agent Cooperative Argumentation in Arg2P.- Ethics by Design for Intelligent and Sustainable Adaptive systems.-
Automated Planning and Scheduling.- Verification of Numeric Planning Problems through Domain Dynamic Consistency.- Comparing Multi-Agent Path Finding Algorithms in a Real Industrial Scenario.- Logic-Based Ethical Planning.- A Hybrid Recommender System with Implicit Feedbacks in Fashion Retail.- Incremental Timeline-based Planning for Effilă%
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