• Deep Learning
• FPGA-Based Hardware Accelerators for Neural Networks

HALF: Holistic Auto Machine Learning for FPGAs
J. Ney, D. Loroch, V. Rybalkin, N. Weber, J. Krueger, N. Wehn.31th International Conference on Field-Programmable Logic and Applications (FPL), August, 2021, Dresden, Germany.

Sparsity in Deep Neural Networks - An Empirical Investigation with TensorQuant
D. Loroch, F.-J. Pfreundt, N. Wehn, J. Keuper. 1st Workshop on Decentralized Machine Learning at the Edge (DMLE'18), September, 2018, Dublin, Ireland.

TensorQuant - A Simulation Toolbox for Deep Neural Network Quantization
D. Loroch, F. Pfreundt, N. Wehn, J. Keuper. 3rd Workshop on Machine Learning in High Performance Computing Environment (MLHPC 2017), November, 2017, Denver, CO, USA.