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NEC Laboratories Europe

People
Dr. Federico Errica

Research Scientist

Group Involvement, NEC Laboratories Europe

Machine Learning Group

Research Interests

Deep Learning for Graphs

Probabilistic and Hybrid Modeling

Uncertainty Estimation

Publications

  • Federico Errica, Davide Bacciu, Alessio Micheli. Graph Mixture Density Networks. Proceedings of the 38th International Conference on Machine Learning (ICML 2021), 2021.
  • Davide Bacciu, Federico Errica, Marco Podda, Alessio Micheli. A Gentle Introduction to Deep Learning for Graphs. Neural Networks, 2020.
  • Federico Errica, Marco Podda, Davide Bacciu, Alessio Micheli. A Fair Comparison of Graph Neural Networks for Graph Classification. The 8th International Conference on Learning Representations (ICLR 2020), 2020.
  • Davide Bacciu, Federico Errica, Alessio Micheli. Probabilistic Learning on Graphs via Contextual Architectures. Journal of Machine Learning Research (JMLR), 2020.
  • Davide Bacciu, Federico Errica, Alessio Micheli. Contextual Graph Markov Model: a Deep and Generative Approach to Graph Processing. Proceedings of the 35th International Conference on Machine Learning (ICML 2018), 2018.

Connections

Google Scholar:    scholar.google.com/citations
LinkedIn:www.linkedin.com/in/federicoerrica

  

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