Publications

Hannes Kath; Bengt Lüers; Thiago Gouvea; Daniel Sonntag

A Virtual Reality Tool for Representing, Visualizing and Updating Deep Learning Models

DFKI, DFKI Research Reports (RR), Vol. 2305.15353v1, 5/2023.

Md Abdul Kadir; Amir Mosavi; Daniel Sonntag

Evaluation Metrics for XAI: A Review, Taxonomy, and Practical Applications

In: 2023 IEEE 27th International Conference on Intelligent Engineering Systems (INES). Conference on Intelligent Engineering Systems (INES-2023), July …

Jan-Tilman Seipp; Felix Köhler; David Harbecke; Leonhard Hennig; Phuc Tran Truong

Text2Tech – Deep Learning-based Text Mining for Technology Monitoring in Automotive Production

In: 13th Global TechMining Conference 2023 - Conference Proceedings. Global TechMining Conference, November 10, Global TechMining Conference, 2023.

Alejandro Molina; Antonio Vergari; Nicola Di Mauro; Sriraam Natarajan; Floriana Esposito; Kristian Kersting

Sum-Product Networks for Hybrid Domains

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/1710.03297, Pages 0-10, arXiv, 2017.

Alejandro Molina; Sriraam Natarajan; Kristian Kersting

Poisson Sum-Product Networks: A Deep Architecture for Tractable Multivariate Poisson Distributions

In: Satinder Singh; Shaul Markovitch (Hrsg.). Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence. AAAI Conference on …

Robert Peharz; Antonio Vergari; Karl Stelzner; Alejandro Molina; Martin Trapp; Kristian Kersting; Zoubin Ghahramani

Probabilistic Deep Learning using Random Sum-Product Networks

In: Computing Research Repository eprint Journal (CoRR), Vol. abs/1806.01910, Pages 0-10, arXiv, 2018.

Lukas Sommer; Julian Oppermann; Alejandro Molina; Carsten Binnig; Kristian Kersting; Andreas Koch

Automatic Mapping of the Sum-Product Network Inference Problem to FPGA-Based Accelerators

In: 36th IEEE International Conference on Computer Design. IEEE International Conference on Computer Design (ICCD-2018), October 7-10, Orlando, FL, …

Antonio Vergari; Robert Peharz; Nicola Di Mauro; Alejandro Molina; Kristian Kersting; Floriana Esposito

Sum-Product Autoencoding: Encoding and Decoding Representations Using Sum-Product Networks

In: Sheila A. McIlraith; Kilian Q. Weinberger (Hrsg.). Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence. AAAI Conference on …