Knowledge representation and reasoning
- Combining machine learning with symbolic methods
- Web-based knowledge representation and processing
- Bridging unstructured, structured and semantic data
- Reason on complex heterogeneous dynamic networks
Interpretable, explainable and trustable AI
- Traceable knowledge representation Ontology-based pruning and specialization
- Certified AI algorithms and data security
- Normalization and future legislation of AI
Statistical, machine and deep learning
- Unsupervised/self-supervised learning
- Learning with heterogeneous data
- Optimal transport and mean-field games
- Topological and geometrical data analysis
Constraint-aware AI
- Small data, active learning, approximate methodsDistributed and federated AI/edge AI
- Online/real-time learning and decision
- Reasoning under and against uncertainty
3IA International Chair
Marco Gori
3IA Chair holders
CHAIRS 2021
Elena Cabrio
Motonobu Kanagawa
Pierre Alexandre Mattei
Giovanni Neglia
CHAIRS 2020
Maurizio Filippone
Rémi Flamary
Fabien Gandon
Marco Lorenzi
Jean-Charles Régin
Xavier Pennec
Carlos Simpson
Andrea G.B Tettamanzi
Serena Villata
3IA affiliate chair
Freddy Limpens
