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@ehw-fit

ehw@FIT

Evolvable Hardware Group

Research in the field of evolvable hardware can be split into the two related areas of evolutionary hardware design and adaptive hardware. While evolutionary hardware design is the use of evolutionary algorithms for creating innovative (and sometimes patentable) physical designs, the goal of adaptive hardware is to endow physical systems with some adaptive characteristics in order to allow them to operate successfully in a changing environment or under presence of faults. The EHW@FIT group does research in both areas. We also pioneered a design method in which an evolutionary algorithm is used to approximate digital circuits to obtain a good trade-off between the quality output and power consumption. Recently, we have been working on hardware accelerators of approximate neural networks.

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  1. evoapproxlib evoapproxlib Public

    Library of approximate arithmetic circuits

    Verilog 53 17

  2. tf-approximate tf-approximate Public

    Approximate layers - TensorFlow extension

    C 26 11

Repositories

Showing 10 of 15 repositories
  • ariths-gen Public

    Generator of arithmetic circuits (multipliers, adders) and approximate circuits

    ehw-fit/ariths-gen’s past year of commit activity
    C 30 4 1 1 Updated Dec 13, 2024
  • eeg-mdd Public

    EEG feature extraction for better explainability

    ehw-fit/eeg-mdd’s past year of commit activity
    Python 4 MIT 1 0 0 Updated Dec 13, 2024
  • sagtree-seeds Public archive

    Seed circuits for comparison of advanced mutation operator SagTree

    ehw-fit/sagtree-seeds’s past year of commit activity
    Verilog 0 MIT 0 0 0 Updated Oct 14, 2024
  • .github Public
    ehw-fit/.github’s past year of commit activity
    0 0 0 0 Updated Jul 24, 2024
  • approximate-popcount Public

    Approximate popcount and popcount-compare modules

    ehw-fit/approximate-popcount’s past year of commit activity
    C 0 MIT 0 0 0 Updated Jul 24, 2024
  • tf-approximate Public

    Approximate layers - TensorFlow extension

    ehw-fit/tf-approximate’s past year of commit activity
    C 26 MIT 11 10 0 Updated Apr 22, 2024
  • py-paretoarchive Public

    Python Pareto archive

    ehw-fit/py-paretoarchive’s past year of commit activity
    C++ 3 BSD-3-Clause 1 0 0 Updated Apr 22, 2024
  • autoax Public

    Automated tool for approximation of ASIC and FPGA accelerators

    ehw-fit/autoax’s past year of commit activity
    C 6 MIT 2 0 1 Updated Apr 20, 2024
  • timeloop-with-quantization Public Forked from NVlabs/timeloop

    Timeloop performs modeling, mapping and code-generation for Tensor Algebra workloads running on Explicitly-Decoupled Data Orchestration (EDDO) architectures.

    ehw-fit/timeloop-with-quantization’s past year of commit activity
    C++ 0 BSD-3-Clause 106 0 0 Updated Mar 8, 2024
  • rohnas Public archive Forked from ehw-fit/nascaps

    A Neural Architecture Search Framework with Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks

    ehw-fit/rohnas’s past year of commit activity
    Python 1 MIT 2 0 0 Updated Oct 10, 2022

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