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Publications

Here are the pointers to Stream-project publications. Stream is an extension to the ZigZag project.

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.

    [paper]

Extension to support multi-core layer-fused scheduling (Stream)

  • A. Symons, L. Mei, S. Colleman, P. Houshmand, S. Karl and M. Verhelst, "Stream: Design Space Exploration of Layer-Fused DNNs on Heterogeneous Dataflow Accelerators", Transactions on Computers, vol. 74, no. 1, pp. 237-249, Jan. 2025.

    [paper], [github]

  • 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], [slides], [video]