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NEC Laboratories Europe

People
Dr. Federico Errica

Research Scientist

Group Involvement, NEC Laboratories Europe

Machine Learning Research 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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