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
| 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 |
| Grounding LTLf specifications in images in Proceedings of the 16th International Workshop on Neural-Symbolic Learning and Reasoning | 2022 |
| Learning a Symbolic Planning Domain through the Interaction with Continuous Environments in Workshop on Bridging the Gap Between AI Planning and Reinforcement Learning (PRL), workshop at ICAPS 2021 | 2021 |
| Communication-based and Communication-less approaches for Robust Cooperative Planning in Construction with a Team of UAVs in Proceedings of the International Conference on Unmanned Aircraft Systems (ICUAS), 2020 | 2020 |