############
Publications
############

Here are the pointers to Stream-project publications. Stream is an extension to the `ZigZag project <https://kuleuven-micas.github.io/zigzag/>`_.

The general idea of ZigZag
^^^^^^^^^^^^^^^^^^^^^^^^^^
* \L. Mei, P. Houshmand, V. Jain, S. Giraldo and M. Verhelst, "ZigZag: Enlarging Joint Architecture-Mapping Design Space Exploration for DNN Accelerators," in IEEE Transactions on Computers, vol. 70, no. 8, pp. 1160-1174, 1 Aug. 2021, doi: 10.1109/TC.2021.3059962. `[paper] <https://ieeexplore.ieee.org/document/9360462>`_

Extension to support multi-core layer-fused scheduling (Stream)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
* \A. Symons, L. Mei, S. Colleman, P. Houshmand, S. Karl and M. Verhelst, “Towards Heterogeneous Multi-core Accelerators Exploiting Fine-grained Scheduling of Layer-Fused Deep Neural Networks”, arXiv e-prints, 2022. doi:10.48550/arXiv.2212.10612. `[paper] <https://arxiv.org/abs/2212.10612>`_, `[github] <https://github.com/ZigZag-Project/stream>`_

* \S. Karl, A. Symons, N. Fasfous and M. Verhelst, "Genetic Algorithm-based Framework for Layer-Fused Scheduling of Multiple DNNs on Multi-core Systems," 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), Antwerp, Belgium, 2023, pp. 1-6, doi: 10.23919/DATE56975.2023.10137070. `[paper] <https://ieeexplore.ieee.org/document/10137070>`_, `[slides] <https://www.dropbox.com/s/rv8qiko59h4pp0s/Genetic%20Algorithm-based%20Framework%20for.pptx?dl=0>`_, `[video] <https://www.dropbox.com/s/12v94stvevj9xns/Genetic%20Algorithm-based%20Framework%20for.mp4?dl=0>`_