5 citations · 9 across the 3 of their papers we have counts for
5 papers
Curiosity Based Reinforcement Learning on Robot Manufacturing Cell
Mohammed Sharafath Abdul Hameed, Md Muzahid Khan, Andreas Schwung
This paper introduces a novel combination of scheduling control on a flexible robot manufacturing cell with curiosity based reinforcement learning. Reinforcement learning has prove…
Gradient Monitored Reinforcement Learning
Mohammed Sharafath Abdul Hameed, Gavneet Singh Chadha, Andreas Schwung +1
This paper presents a novel neural network training approach for faster convergence and better generalization abilities in deep reinforcement learning. Particularly, we focus on th…
Neural Logic Rule Layers
Jan Niclas Reimann, Andreas Schwung
Despite their great success in recent years, deep neural networks (DNN) are mainly black boxes where the results obtained by running through the network are difficult to understand…
Learning the Non-linearity in Convolutional Neural Networks
Gavneet Singh Chadha, Andreas Schwung
We propose the introduction of nonlinear operation into the feature generation process in convolutional neural networks. This nonlinearity can be implemented in various ways. First…
Generalized Dilation Neural Networks
Gavneet Singh Chadha, Jan Niclas Reimann, Andreas Schwung
Vanilla convolutional neural networks are known to provide superior performance not only in image recognition tasks but also in natural language processing and time series analysis…