Elena Umili
Biografia
I am an assistant professor (RTD-A) at the Department of Computer, Control and Management Engineering (DIAG) of Sapienza University of Rome.
I received my PhD in 2023 in Engineering in Computer Science at Sapienza with a thesis entitled "Discovering Logical Knowlegde in Non-Symbolic Domains". During that time, I worked with Prof. Giuseppe De Giacomo (as supervisor) and Prof. Roberto Capobianco (as co-supervisor).
My research focuses on Neurosymbolic AI and the integration of deep machine learning and perception with symbolic reasoning and planning.
I am passionate about robots, AI, traveling, and Tarantino movies.
Interessi di ricerca
Neurosymbolic AI
Deep Learning
Deep Reinforcement Learning
Membro di
Ultime pubblicazioni
| DeepDFA: Automata Learning through Neural Probabilistic Relaxations in ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain - Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS) 2024) | 2024 |
| Enhancing Deep Sequence Generation with Logical Temporal Knowledge in 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), Santiago de Compostela, Spain, October 19, 2024 | 2024 |
| Neural reward machines in ECAI 2024. Proceedings of the 27th European Conference on Artificial Intelligence, 19–24 October 2024, Santiago de Compostela, Spain. Including 13th Conference on Prestigious Applications of Intelligent Systems (PAIS 2024) | 2024 |
| Transfer Learning between non-Markovian RL Tasks through Semantic Representations of Temporal States in Proceedings of the 1st International Workshop on Adjustable Autonomy and Physical Embodied Intelligence (AAPEI), October 20, 2024, Santiago de Compostela, Spain. | 2024 |
| Grounding LTLf Specifications in Image Sequences in Proceedings of the 20th International Conference on Principles of Knowledge Representation and Reasoning | 2023 |
| Neurosymbolic Integration of Linear Temporal Logic in Non Symbolic Domains in Multi-Agent Systems - 20th European Conference, {EUMAS} 2023, Naples, Italy, September 14-15, 2023, Proceedings | 2023 |
| Visual reward machines in 17th International Workshop on Neural-Symbolic Learning and Reasoning | 2023 |