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cs.LG2020
Knowledge as Invariance -- History and Perspectives of Knowledge-augmented Machine Learning
Alexander Sagel, Amit Sahu, Stefan Matthes +5
Research in machine learning is at a turning point. While supervised deep learning has conquered the field at a breathtaking pace and demonstrated the ability to solve inference pr…
cs.LG2020
Application of the Neural Network Dependability Kit in Real-World Environments
Amit Sahu, Noelia Vállez, Rosana Rodríguez-Bobada +3
In this paper, we provide a guideline for using the Neural Network Dependability Kit (NNDK) during the development process of NN models, and show how the algorithm is applied in tw…
cs.LG2017
Survey of reasoning using Neural networks
Amit Sahu
Reason and inference require process as well as memory skills by humans. Neural networks are able to process tasks like image recognition (better than humans) but in memory aspects…