3 papers
FlexiSAGA: A Flexible Systolic Array GEMM Accelerator for Sparse and Dense Processing
Mika Markus Müller, Konstantin Lübeck, Alexander Louis-Ferdinand Jung +2
Artificial Intelligence (AI) algorithms, such as Deep Neural Networks (DNNs), have become an important tool for a wide range of applications, from computer vision to natural langua…
Automatic Generation of Fast and Accurate Performance Models for Deep Neural Network Accelerators
Konstantin Lübeck, Alexander Louis-Ferdinand Jung, Felix Wedlich +8
Implementing Deep Neural Networks (DNNs) on resource-constrained edge devices is a challenging task that requires tailored hardware accelerator architectures and a clear understand…
Using the Abstract Computer Architecture Description Language to Model AI Hardware Accelerators
Mika Markus Müller, Alexander Richard Manfred Borst, Konstantin Lübeck +2
Artificial Intelligence (AI) has witnessed remarkable growth, particularly through the proliferation of Deep Neural Networks (DNNs). These powerful models drive technological advan…