|  | Vol-3585 urn:nbn:de:0074-3585-8 Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IPS 2023, RCRA 2023, and SPIRIT 2023 Workshops
Planning and Scheduling 2023, Experimental Evaluation of Algorithms for Solving Problems with Combinatorial Explosion 2023, and Strategies, Prediction, Interaction, and Reasoning in Italy 2023

### Proceedings of the the Italian Workshop on Planning and Scheduling, RCRA Workshop on Experimental evaluation of algorithms for solving problems with combinatorial explosion, and SPIRIT Workshop on Strategies, Prediction, Interaction, and Reasoning in Italy (IPS-RCRA-SPIRIT 2023)
co-located with 22nd International Conference of the Italian Association for Artificial Intelligence AIxIA 2023

### November 7-9th, 2023, Rome, Italy.

Edited by

### Riccardo De Benedictis 1
Matteo Castiglioni 2
Diodato Ferraioli 3
Vadim Malvone 4
Marco Maratea 5
Enrico Scala 6
Luciano Serafini 7
Ivan Serina 6
Elisa Tosello 7
Alessandro Umbrico 1
Mauro Vallati 8

1 National Research Council (CNR), Italy
2 Politecnico di Milano, Italy
3 Univeristà degli Studi di Salerno, Italy
4 Institut Polytechnique de Paris, France
5 Università della Calabria, Italy
6 University of Brescia, Italy
7 Bruno Kessler Foundation, Italy
8 University of Huddersfield, UK

## Table of Contents

- IPS 2023, RCRA 2023, and SPIRIT 2023 Workshops front matter
- Preface
  This volume contains the papers presented at the Italian Workshop on Planning and Scheduling (IPS 2023), Workshop on Experimental evaluation of algorithms for solving problems with combinatorial explosion (RCRA 2023), and Workshop on Strategies, Prediction, In teraction, and Reasoning in Italy (SPIRIT 2023), held within the XXII Conference of the Italian Association for Artificial Intelligence (AI*IA 2023), November 7-9th, 2023, Rome, Italy. Summary. There were 24 papers submitted for peer-review to these workshops. Out of these, 21 papers were accepted for this volume. 10 as regular papers, 8 as short papers and 3 as extended abstracts.

### Italian Workshop on Planning and Scheduling (IPS 2023)

- Planning Safe Collaborative Behaviors through Risk-Aware Heuristic Search (short paper)
  Alex Bonini, Marta Cialdea Mayer, Amedeo Cesta, Andrea Orlandini, Alessandro Umbrico
- Tabular Model Learning in Monte Carlo Tree Search
  Alberto Castellini, Davide Bragantini, Davide Rossignolo, Federico Segala, Alessandro Farinelli
- Goal Recognition with Deep Learning and Embedded Representation of State Traces
  Mattia Chiari, Alfonso Emilio Gerevini, Luca Putelli, Ivan Serina
- Investigating Domain-oriented Approaches to Optimization in Timeline-Based Planning
  Riccardo De Benedictis, Gloria Beraldo, Amedeo Cesta, Gabriella Cortellessa
- Heuristic Planning for Hybrid Dynamical Systems with Constraint Logic Programming
  Shaun Mathew, Mikhail Soutchanski

### Workshop on Experimental evaluation of algorithms for solving problems with combinatorial explosion (RCRA 2023)

- Characterizing Nexus of Similarity between Entities
  Giuseppe Agresta, Giovanni Amendola, Pietro Cofone, Marco Manna, Aldo Ricioppo
- Forward LTLf Synthesis: DPLL At Work
  Marco Favorito
- A Simple Proof-Theoretic Characterization of Stable Models
  Enrico Giunchiglia, Marco Maratea, Marco Mochi
- Experimenting an Approach to Neuro-Symbolic RL
  Andrea Rafanelli, Stefania Costantini, Giovanni De Gasperis
- Planning as Theorem Proving with Heuristics
  Mikhail Soutchanski, Ryan Young

### Strategies, Prediction, Interaction, and Reasoning in Italy (SPIRIT 2023)

- Learning Augmented Online Learning Algorithms - The Adversarial Bandit with Knapsacks framework (extended abstract)
  Davide Drago, Andrea Celli, Marek Eliáš
- Optimal Rates for Online Bayesian Persuasion (extended abstract)
  Martino Bernasconi, Matteo Castiglioni, Andrea Celli, Alberto Marchesi, Francesco Trovò, Nicola Gatti
- Reasoning About Dynamic Game Models Using Obstruction Logic (short paper)
  Davide Catta, Jean Leneutre, Vadim Malvone
- A Multi-Agent Game for Sentiment Analysis (short paper)
  Davide Catta, Aniello Murano, Mimmo Parente, Silvia Stranieri
- On the Impact of Social Media Recommendations on Consensus of Discrete Opinions (Short Version)
  Vincenzo Auletta, Antonio Coppola, Diodato Ferraioli
- The Economic Agent’s Meta-Brain: a Biological-Economic Complex Agent-Based model (short paper)
  Daniela Cialfi
- Utility-Sharing Games: How to Improve the Efficiency with Limited Subsidies (short paper)
  Vittorio Bilò, Lucaleonardo Bove, Cosimo Vinci
- Distance Polymatrix Coordination Games (short paper)
  Alessandro Aloisio, Michele Flammini, Bojana Kodric, Cosimo Vinci
- On Approximate Strategyproof Mechanisms for Hedonic Games and the Group Activity Selection Problem (short paper)
  Giovanna Varricchio
- Verification of Bayesian Mechanisms with Strategy Logic (extended abstract)
  Munyque Mittelmann, Bastien Maubert, Aniello Murano, Laurent Perrussel
- Towards a Coalition Refinement Approach in the Strategic Verification of Multi-Agent Systems
  Angelo Ferrando

2023-12-11: submitted by Ivan Serina, metadata incl. bibliographic data published under Creative Commons CC0
2023-12-11: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|