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.

Klappentext

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 Efficient Plan Execution and Adaptation.- Knowledge Acquisition and Completion for Long-Term Human-Robot Interactions using Knowledge Graph Embedding.- Construct, Merge, Solve and Adapt Applied to a Bus Driver Scheduling Problem with Complex Break Constraints.- Topic Modelling and Frame identification for Political Arguments.- Substitute plastic film with Kraft paper in automatic pallet wrapping: an AI pipeline.- AI Applications.- Transformer Based Motion In-Betweening.- A Logic-based Tool for Dynamic Generation and Classification of Music Content.- Why Can Neural Networks Recognize Us by Our Finger Movements?.- Miscellany.- Labelled Sequent Calculi for Conditional Logics: Conditional Excluded Middle and Conditional Modus Ponens finally together.- Deeplearning for ECoG brain-computer interface: end-to-end vs hand-crafted features.- Quantum Circuit Compilation for the Graph Coloring Problem.- Toward a Heterogeneous Multi-Robot Framework for Priority-Based Sanitization of Railway Stations.- Simulated Annealing for the Home Healthcare Routing and Scheduling Problem.- MAP Inference in Probabilistic Answer Set Programs.- Verifying a stochastic model for the spread of a SARS-CoV-2-like infection: opportunities and limitations.- Natural Language Processing.- DelBERTo: a Deep Lightweight Transformer for Sentiment Analysis.- A BERT-based Scoring System for Workplace Safety Courses in Italian.- Embedding Contextual Information in seq2seq models for Grounded Semantic Role Labeling.- Keynote talk. -Adventures with Datalog: Walking the Thin Line Between Theory and Practice.

Inhalt
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 Efficient Plan Execution and Adaptation.- Knowledge Acquisition and Completion for Long-Term Human-Robot Interactions using Knowledge Graph Embedding.- Construct, Merge, Solve and Adapt Applied to a Bus Driver Scheduling Problem with Complex Break Constraints.- Topic Modelling and Frame identification for Political Arguments.- Substitute plastic film with Kraft paper in automatic pallet wrapping: an AI pipeline.- AI Applications.- Transformer Based Motion In-Betweening.- A Logic-based Tool for Dynamic Generation and Classification of Music Content.- Why Can Neural Networks Recognize Us by Our Finger Movements?.- Miscellany.- Labelled Sequent Calculi for Conditional Logics: Conditional Excluded Middle and Conditional Modus Ponens finally together.- Deeplearning for ECoG brain-computer interface: end-to-end vs hand-crafted features.- Quantum Circuit Compilation for the Graph Coloring Problem.- Toward a Heterogeneous Multi-Robot Framework for Priority-Based Sanitization of Railway Stations.- Simulated Annealing for the Home Healthcare Routing and Scheduling Problem.- MAP Inference in Probabilistic Answer Set Programs.- Verifying a stochastic model for the spread of a SARS-CoV-2-like infection: opportunities and limitations.- Natural Language Processing.- DelBERTo: a Deep Lightweight Transformer for Sentiment Analysis.- A BERT-based Scoring System for Workplace Safety Courses in Italian.- Embedding Contextual Information in seq2seq models for Grounded Semantic Role Labeling.- Keynote talk. - Adventures with Datalog: Walking the Thin Line Between Theory and Practice.