Elena Umili

19 papers A* 1A 2B 1C 3Journal 8Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
DeepDFA: Injecting Temporal Logic in Deep Learning for Sequential Subsymbolic Applications.
CoRR
Elena Umili, Francesco Argenziano, Roberto Capobianco
2026 J jnl
Grounding LTL Tasks in Sub-Symbolic RL Environments for Zero-Shot Generalization.
CoRR
Matteo Pannacci, Andrea Fanti, Elena Umili, Roberto Capobianco
2025 B conf
Defining and Monitoring Complex Robot Activities via LLMs and Symbolic Reasoning.
ICTAI
Francesco Argenziano, Elena Umili, Francesco Leotta, Daniele Nardi
2025 J jnl
Defining and Monitoring Complex Robot Activities via LLMs and Symbolic Reasoning.
CoRR
Francesco Argenziano, Elena Umili, Francesco Leotta, Daniele Nardi
2025 — conf
Fully Learnable Neural Reward Machines.
OVERLAY
Hazem Dewidar, Elena Umili
2025 J jnl
Fully Learnable Neural Reward Machines.
CoRR
Hazem Dewidar, Elena Umili
2025 J jnl
Neuro-Symbolic Predictive Process Monitoring.
CoRR
Axel Mezini, Elena Umili, Ivan Donadello, Fabrizio Maria Maggi, Matteo Mancanelli, Fabio Patrizi
2025 J jnl
Symbol Grounding in Neuro-Symbolic AI: A Gentle Introduction to Reasoning Shortcuts.
CoRR
Emanuele Marconato, Samuele Bortolotti, Emile van Krieken, Paolo Morettin, Elena Umili, Antonio Vergari, Efthymia Tsamoura, Andrea Passerini, Stefano Teso
2024 A conf
DeepDFA: Automata Learning through Neural Probabilistic Relaxations.
ECAI
Elena Umili, Roberto Capobianco
2024 J jnl
DeepDFA: Automata Learning through Neural Probabilistic Relaxations.
CoRR
Elena Umili, Roberto Capobianco
2024 — conf
Enhancing Deep Sequence Generation with Logical Temporal Knowledge.
PMAI@ECAI
Elena Umili, Gabriel Paludo Licks, Fabio Patrizi
2024 A conf
Neural Reward Machines.
ECAI
Elena Umili, Francesco Argenziano, Roberto Capobianco
2024 J jnl
Neural Reward Machines.
CoRR
Elena Umili, Francesco Argenziano, Roberto Capobianco
2024 — conf
Transfer Learning between non-Markovian RL Tasks through Semantic Representations of Temporal States.
AAPEI@ECAI
Andrea Fanti, Elena Umili, Roberto Capobianco
2023 — —
Discovering logical knowledge in non-symbolic domains.
Elena Umili
2023 A* conf
Grounding LTLf Specifications in Image Sequences.
KR
Elena Umili, Roberto Capobianco, Giuseppe De Giacomo
2023 C conf
Neurosymbolic Integration of Linear Temporal Logic in Non Symbolic Domains.
EUMAS
Elena Umili
2023 C conf
Visual Reward Machines.
NeSy
Elena Umili, Francesco Argenziano, Aymeric Barbin, Roberto Capobianco
2022 C conf
Grounding LTLf Specifications in Images.
NeSy
Elena Umili, Roberto Capobianco, Giuseppe De Giacomo