Publications

Patrick Schramowski; Wolfgang Stammer; Stefano Teso; Anna Brugger; Xiaoting Shao; Hans-Georg Luigs; Anne-Katrin Mahlein; Kristian Kersting

Right for the Wrong Scientific Reasons: Revising Deep Networks by Interacting with their Explanations

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/2001.05371, Pages 0-10, arXiv, 2020.

Fabrizio Ventola; Karl Stelzner; Alejandro Molina; Kristian Kersting

Residual Sum-Product Networks

In: Manfred Jaeger; Thomas Dyhre Nielsen (Hrsg.). Proceedings of the 10th International Conference on Probabilistic Graphical Models. International …

Xiaoting Shao; Alejandro Molina; Antonio Vergari; Karl Stelzner; Robert Peharz; Thomas Liebig; Kristian Kersting

Conditional Sum-Product Networks: Imposing Structure on Deep Probabilistic Architectures

In: Manfred Jaeger; Thomas Dyhre Nielsen (Hrsg.). Proceedings of the 10th International Conference on Probabilistic Graphical Models. International …

Tjitze Rienstra; Matthias Thimm; Kristian Kersting; Xiaoting Shao

Independence and D-separation in Abstract Argumentation

In: Diego Calvanese; Esra Erdem; Michael Thielscher (Hrsg.). Proceedings of the 17th International Conference on Principles of Knowledge …

Matej Petkovic; Michelangelo Ceci; Kristian Kersting; Saso Dzeroski

Estimating the Importance of Relational Features by Using Gradient Boosting

In: Denis Helic; Gerhard Leitner; Martin Stettinger; Alexander Felfernig; Zbigniew W. Ras (Hrsg.). Foundations of Intelligent Systems - 25th …

Robert Peharz; Steven Lang; Antonio Vergari; Karl Stelzner; Alejandro Molina; Martin Trapp; Guy Van den Broeck; Kristian Kersting; Zoubin Ghahramani

Einsum Networks: Fast and Scalable Learning of Tractable Probabilistic Circuits

In: Proceedings of the 37th International Conference on Machine Learning. International Conference on Machine Learning (ICML-2020), July 13-18, Pages …

Cigdem Turan; Patrick Schramowski; Constantin A. Rothkopf; Kristian Kersting

Alfie: An Interactive Robot with Moral Compass

In: Khiet P. Truong; Dirk Heylen; Mary Czerwinski; Nadia Berthouze; Mohamed Chetouani; Mikio Nakano (Hrsg.). ICMI '20: International Conference on …

Jannik Kossen; Karl Stelzner; Marcel Hussing; Claas Voelcker; Kristian Kersting

Structured Object-Aware Physics Prediction for Video Modeling and Planning

In: 8th International Conference on Learning Representations. International Conference on Learning Representations (ICLR-2020), April 26-30, Addis …

Alejandro Molina; Patrick Schramowski; Kristian Kersting

Padé Activation Units: End-to-end Learning of Flexible Activation Functions in Deep Networks