Adding a Deliberative Layer to an Autonomic System. - Marius Pol (ICAC, 2015)

Explanatory AI for Pertinent Communication in Autonomic Systems. - Marius Pol; Jean-Louis Dessalles; Ada Diaconescu (IntelliSys (1), 2019)

A Cognitive Control System for Managing Runtime Uncertainty in Self-Integrating Autonomic Systems. - Marius Pol; Ada Diaconescu (ACSOS Companion, 2020)

Multi - Level Online Learning and Reasoning for Self-Integrating Systems. - Marius Pol; Ada Diaconescu (ACSOS-C, 2021)

A Data-Driven Approach for Modeling Unknown Multi-Scale Systems. - Marius Pol; Ada Diaconescu (ACSOS-C, 2023)