Elena Umili

According to our database, Elena Umili authored at least 15 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Grounding LTL Tasks in Sub-Symbolic RL Environments for Zero-Shot Generalization.

Matteo Pannacci, Andrea Fanti, Elena Umili, Roberto Capobianco

CoRR, February, 2026

DeepDFA: Injecting Temporal Logic in Deep Learning for Sequential Subsymbolic Applications.

Elena Umili, Francesco Argenziano, Roberto Capobianco

CoRR, February, 2026

Neuro-Symbolic Predictive Process Monitoring.

Axel Mezini, Elena Umili, Ivan Donadello, Fabrizio Maria Maggi, Matteo Mancanelli, Fabio Patrizi

Inf. Syst., 2026

2025

Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts.

Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Paolo Morettin, Elena Umili, Antonio Vergari, Efthymia Tsamoura, Andrea Passerini, Stefano Teso

CoRR, October, 2025

Fully Learnable Neural Reward Machines.

Hazem Dewidar, Elena Umili

Proceedings of the Short Paper Proceedings of the 7th International Workshop on Artificial Intelligence and Formal Verification, 2025

Defining and Monitoring Complex Robot Activities via LLMs and Symbolic Reasoning.

Francesco Argenziano, Elena Umili, Francesco Leotta, Daniele Nardi

Proceedings of the 37th IEEE International Conference on Tools with Artificial Intelligence, 2025

2024

Enhancing Deep Sequence Generation with Logical Temporal Knowledge.

Elena Umili, Gabriel Paludo Licks, Fabio Patrizi

Proceedings of the 3rd International Workshop on Process Management in the AI Era (PMAI 2024) co-located with 27th European Conference on Artificial Intelligence (ECAI 2024), 2024

DeepDFA: Automata Learning through Neural Probabilistic Relaxations.

Elena Umili, Roberto Capobianco

Proceedings of the ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, 2024

Neural Reward Machines.

Elena Umili, Francesco Argenziano, Roberto Capobianco

Proceedings of the ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, 2024

Transfer Learning between non-Markovian RL Tasks through Semantic Representations of Temporal States.

Andrea Fanti, Elena Umili, Roberto Capobianco

Proceedings of the 1st Workshop on Adjustable Autonomy and Physical Embodied Intelligence (AAPEI 2024) co-located with the 27th European Conference on Artificial Intelligence (ECAI 2024), 2024

2023

Discovering logical knowledge in non-symbolic domains.

Elena Umili

PhD thesis, 2023

Visual Reward Machines.

Elena Umili, Francesco Argenziano, Aymeric Barbin, Roberto Capobianco

Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, 2023

Grounding LTLf Specifications in Image Sequences.

Elena Umili, Roberto Capobianco, Giuseppe De Giacomo

Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning, 2023

Neurosymbolic Integration of Linear Temporal Logic in Non Symbolic Domains.

Elena Umili

Proceedings of the Multi-Agent Systems - 20th European Conference, 2023

2022

Grounding LTLf Specifications in Images.

Elena Umili, Roberto Capobianco, Giuseppe De Giacomo

Proceedings of the 16th International Workshop on Neural-Symbolic Learning and Reasoning as part of the 2nd International Joint Conference on Learning & Reasoning (IJCLR 2022), 2022