Stelzer, K. ; Peharz, R. ; Kersting, K. (2020)
Faster Attend-Infer-Repeat with Tractable Probabilistic Models.
36th International Conference on Machine Learning (ICML). (June 10th to June 15th, 2019)
Konferenzveröffentlichung, Bibliographie

Vergari, A. ; Molina, A. ; Peharz, R. ; Ghahramani, Z. ; Kersting, K. ; Vlalera, I. (2019)
Automatic Bayesian Density Analysis.
Konferenzveröffentlichung, Bibliographie

Shao, X. ; Molina, A. ; Vergari, A. ; Stelzner, K. ; Peharz, R. ; Liebig, T. ; Kersting, K. (2019)
Conditional sum-product networks: Imposing structure on deep probabilistic architectures.
Report, Bibliographie

Teso, S. ; Kersting, K. (2019)
Explanatory interactive machine learning.
2nd AAAI/ACM Conference on AI, Ethics, and Society. (January 27-28, 2019)
doi: 10.1145/3306618.3314293
Konferenzveröffentlichung, Bibliographie

Peharz, R. ; Vergari, A. ; Stelzner, K. ; Molina, A. ; Shao, X. ; Trapp, M. ; Kersting, K. ; Ghahramani, Z. (2019)
Random Sum-Product Networks: A Simple but Effective Approach to Probabilistic Deep Learning.
Proceedings of the Conference on Uncertainty in AI (UAI). (July 22-25, 2019)
Konferenzveröffentlichung, Bibliographie

Lioutikov, R. ; Maeda, G. ; Veiga, F. F. ; Kersting, K. ; Peters, J. (2018)
Inducing Probabilistic Context-Free Grammars for the Sequencing of Robot Movement Primitives.
2018 IEEE International Conference on Robotics and Automation (ICRA). Brisbane, QLD, Australia (May 21-26, 2018)
Konferenzveröffentlichung, Bibliographie

Molina, A. ; Vergari, A. ; Di Mauro, Nicola ; Esposito, F. ; Natarajan, S. ; Kersting, K. (2018)
Mixed Sum-Product Networks: A Deep Architecture for Hybrid Domains.
The Thirty-Second AAAI Conference on Artificial Intelligence. New Orleans, Louisiana, USA (February 2-7, 2018)
Konferenzveröffentlichung, Bibliographie