VALERIO BORELLI

PhD Student

PhD program:: XXXVIII
email: valerio.borelli@uniroma1.it
building: Università degli studi di Brescia, dipartimento di ingegneria dell'informazione

supervisor: Enrico Scala
co-supervisor: Alfonso Emilio Gerevini

Use of black box tools together with planning mechanisms, to allow a more realistic and efficient plan generation.
In particular, use of black box tools such as simulated effects or neural networks in order to have a more realistic representation of the problems, and subsequently guide the planner's research efficiently by combining the heuristics normally used for numerical planning with those obtained through the use of neural networks.

Research products

11573/1767186 - 2026 - Learning Heuristic Functions with Graph Neural Networks for Numeric Planning

Borelli, Valerio; Gerevini, Alfonso; Scala, Enrico; Serina, Ivan - 04b Atto di convegno in volume

conference: 40th AAAI Conference on Artificial Intelligence, AAAI 2026 (sgp)

book: Proceedings of the AAAI Conference on Artificial Intelligence - ()

11573/1767188 - 2026 - LeapNP: A Modular Python Framework for Benchmarking Learned Heuristics in Numeric Planning †

Borelli, V.; Gerevini, A. E.; Scala, E.; Serina, I. - 01a Articolo in rivista

paper: FUTURE INTERNET (Basel : MDPI) pp. - - issn: 1999-5903 - wos: WOS:001701170600001 (1) - scopus: 2-s2.0-105031112120 (1)

11573/1755677 - 2025 - Regularised Loss Function for Goal Recognition as a Deep Learning Task

Olivato, Matteo; Chiari, Mattia; Serina, Lorenzo; Borelli, Valerio; Tummolo, Massimiliano; Serina, Ivan; Rossetti, Nicholas; Gerevini, Alfonso Emilio - 04b Atto di convegno in volume

conference: 34th International Conference on Artificial Neural Networks (Kaunas; Lithuania)

book: Artificial Neural Networks and Machine Learning – ICANN 2025. 34th International Conference on Artificial Neural Networks, Kaunas, Lithuania, September 9–12, 2025, Proceedings, Part I - (978-3-032-04558-4; 978-3-032-04557-7)

11573/1755670 - 2025 - Learning Heuristic Functions with Graph Neural Networks for Numeric Planning (Extended Abstract)

Borelli, Valerio; Gerevini, Alfonso Emilio; Scala, Enrico; Serina, Ivan - 04d Abstract in atti di convegno

conference: 18th International Symposium on Combinatorial Search, SoCS 2025 (Glasgow, Scotland, United Kingdom)

book: The International Symposium on Combinatorial Search - ()

11573/1755680 - 2024 - Learning Heuristics with Graph Neural Networks for Numeric Planning: A Preliminary Study

Borelli, Valerio; Gerevini, Alfonso Emilio; Scala, Enrico; Serina, Ivan - 04b Atto di convegno in volume

conference: 2024 Conference of the Italian Association for Artificial Intelligence (AIxIA) Doctoral Consortium, AIxIA-DC 2024 (Bolzano, Italia)

book: Proceedings of the AIxIA Doctoral Consortium 2024 co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2024) - ()

11573/1725870 - 2023 - Neural Network Heuristics for Numeric Planning: A Preliminary Study

Borelli, Valerio; Gerevini, Alfonso Emilio; Scala, Enrico; Serina, Ivan - 04b Atto di convegno in volume

conference: AIxIA Doctoral Consortium 2023 (Rome; Italy)

book: AIxIA-DC 2023. AIxIA Doctoral Consortium 2023. Proceedings of the AIxIA Doctoral Consortium 2023 co-located with the 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023) - ()