Self-Communicating Deep Reinforcement Learning Agents Develop External Number Representations. - Silvester Sabathiel; Trygve Solstad; Alberto Testolin; Flavio Petruzzellis (NLDL, 2022)

On the Relation between Opinion Change and Information Consumption on Reddit. - Flavio Petruzzellis; Francesco Bonchi; Gianmarco De Francisci Morales; Corrado Monti (ICWSM, 2023)

A Hybrid System for Systematic Generalization in Simple Arithmetic Problems. - Flavio Petruzzellis; Alberto Testolin; Alessandro Sperduti (NeSy, 2023)

Learning to solve arithmetic problems with a virtual abacus. - Flavio Petruzzellis; Ling Xuan Chen; Alberto Testolin (NLDL, 2023)

Benchmarking GPT-4 on Algorithmic Problems: A Systematic Evaluation of Prompting Strategies. - Flavio Petruzzellis; Alberto Testolin; Alessandro Sperduti (LREC/COLING, 2024)

A Neural Rewriting System to Solve Algorithmic Problems. - Flavio Petruzzellis; Alberto Testolin; Alessandro Sperduti (ECAI, 2024)

Assessing the Emergent Symbolic Reasoning Abilities of Llama Large Language Models. - Flavio Petruzzellis; Alberto Testolin; Alessandro Sperduti (ICANN (5), 2024)

Hierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification. - Cristina Cornelio; Flavio Petruzzellis; Pietro Lio (CoRR, 2025)

Learning neuro-symbolic convergent term rewriting systems. - Flavio Petruzzellis; Alberto Testolin; Alessandro Sperduti (CoRR, 2025)