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I am a Marie Curie Research Fellow in the Machine Learning Group at the University of Cambridge, working with Prof. Zoubin Ghahramani. I am generally interested in the wide field of probabilistic modeling, as this is arguably the approach to reason under uncertain knowledge. In particular, I am interested in methods which aim to strike a sensible balance between expressiveness and tractability in probabilistic modeling, such as sum-product networks.

News

  • November 1, 2018
    Our paper, Automatic Bayesian Density Analysis, with Antonio Vergari, Alejandro Molina, Robert Peharz, Zoubin Ghahramani, Kristian Kersting, and Isabel Valera has been accepted at AAAI (acceptance rate 16.2%).
  • October 29, 2018
    Our paper, Minimal Random Code Learning: Getting Bits Back from Compressed Model Parameters, with Marton Havasi, Robert Peharz, and Miguel Hernández-Lobato has been accepted at the NIPS workshop on Compact Deep Neural Networks with industrial applications (acceptance rate 44.8%).
  • June 9, 2018
    Our paper, Hybrid Generative-Discriminative Training of Gaussian Mixture Models, with Wolfgang Roth, Robert Peharz, Sebastian Tschiatschek, and Franz Pernkopf has been accepted at Pattern Recognition Letters.
  • April 3, 2018
    I started my Marie Skłodowska-Curie project Hybrid Learning Systems utilizing Sum-Product Networks (HYBSPN).
  • March 15, 2018
    I’m presenting Sum-Product Networks for Deep Probabilistic Modeling at CamAIML hosted by Microsoft Research, Cambridge, UK.
  • January 29, 2018
    My application for a Marie Skłodowska-Curie Individual Fellowship (granted by the European Commission, H2020) was successful!
  • November 8, 2017
    Our paper, Sum-Product Autoencoding: Encoding and Decoding Representations using Sum-Product Networks, with Antonio Vergari, Robert Peharz, Nicola Di Mauro, Alejandro Molina, Kristian Kersting, and Floriana Esposito, has been accepted at AAAI.
  • June 12, 2017
    Our paper, Safe Semi-Supervised Learning of Sum-Product Networks, with Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, and Robert Trappl, has been accepted at UAI.
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