Description
Book SynopsisThis 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 28–December 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.
Table of ContentsHybrid 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.- Deep learning 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.
