Welcome

The 2nd Workshop on Deep Continuous-Discrete Machine Learning will take place on Monday, September 14 or Friday, September 18, 2020, in Ghent, Belgium, associated to ECML PKDD 2020. If the conference will take place "virtually" due to the Corona crisis, the workshop will also be organized as a virtual meeting.

The workshop intends to attract papers on how recent deep learning methods can be connected to discrete structures and symbolic knowledge, including areas such as

  • Pedagogical, decompositional, or hybrid pedagogical/decompositional knowledge/rule extraction from deep neural networks
  • Prior knowledge used as constraints in deep neural networks (e.g., compiled into the architecture/topology, taking advantage of known symmetries, ...)
  • Deep symbolic networks, e.g., networks of rules or trees, deep rule sets
  • Deep hybrid continuous-discrete networks
  • HPC or GPU implementations
  • Applications to text, images, sequences, time series, ...

Important Dates and procedures:


  • Submission deadline: Tuesday, June 9, 2020
  • Acceptance notification: Monday, June 29, 2020
  • Camera-ready deadline: Friday, August 14, 2020
  • Workshop: Monday, September 14, 2020 or Friday 18, September 2020