Modular Graph Neural Cellular Automata for Spatiotemporal Forecasting
AI researcher and PhD candidate specializing in machine learning for spatiotemporal forecasting, graph neural networks, and geospatial AI.
My research focuses on developing intelligent systems capable of modeling complex real-world phenomena, including transportation networks, environmental monitoring, Earth observation, and multivariate time-series forecasting. I have experience designing and implementing deep learning architectures for forecasting tasks, with particular interest in spatiotemporal learning, graph-based methods, and privacy-preserving AI.
In addition to predictive modeling, I have experience developing Agentic AI systems using LangGraph and LangChain, including multi-agent architectures, workflow orchestration, tool integration, and automated decision-making pipelines. My work explores how large language models can be combined with specialized agents to automate complex analytical and forecasting workflows.
Currently pursuing a PhD in Computer Science / Artificial Intelligence at the Federal University of Minas Gerais (UFMG), Brazil, and working as a Visiting Researcher at the Department of Mathematics and Statistics at Victoria University of Wellington, New Zealand.
Wed 9 SepDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
16:30 - 17:30 | |||
16:30 15mDoctoral symposium paper | Towards Energy-Aware Self-Adaptation for Human Activity Recognition Using a Pareto-Front Doctoral Symposium | ||
16:45 15mDoctoral symposium paper | Towards Collective Robotic Operating Systems through Aggregate Computing Doctoral Symposium Angela Cortecchia Alma Mater Studiorum - Università di Bologna | ||
17:00 15mDoctoral symposium paper | Modular Graph Neural Cellular Automata for Spatiotemporal Forecasting Doctoral Symposium Lucas Astore Federal University of Minas Gerais (UFMG) | ||
17:15 15mDoctoral symposium paper | Contrastive Explanations for Multi-objective Policies in Reinforcement Learning Doctoral Symposium Juan C. Rosero Trinity College Dublin, Ireland | ||