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Rafael Stahl
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DeeperThings: Fully Distributed CNN Inference on Resource-Constrained Edge Devices
R Stahl, A Hoffman, D Mueller-Gritschneder, A Gerstlauer, ...
International Journal of Parallel Programming 49 (4), 600-624, 2021
402021
Fully distributed deep learning inference on resource-constrained edge devices
R Stahl, Z Zhao, D Mueller-Gritschneder, A Gerstlauer, U Schlichtmann
Embedded Computer Systems: Architectures, Modeling, and Simulation: 19th …, 2019
392019
Neural network-based vehicle image classification for iot devices
S Payvar, M Khan, R Stahl, D Mueller-Gritschneder, J Boutellier
2019 IEEE International Workshop on Signal Processing Systems (SiPS), 148-153, 2019
132019
Instruction extension of a risc-v processor modeled with ip-xact
S Payvar, E Pekkarinen, R Stahl, D Mueller-Gritschneder, TD Hämäläinen
2019 IEEE Nordic Circuits and Systems Conference (NORCAS): NORCHIP and …, 2019
62019
ACCESS: HW/SW co-equivalence checking for firmware optimization
M Schwarz, R Stahl, D Müller-Gritschneder, U Schlichtmann, D Stoffel, ...
Proceedings of the 56th Annual Design Automation Conference 2019, 1-6, 2019
62019
Driver generation for IoT nodes with optimization of the hardware/software interface
R Stahl, D Mueller-Gritschneder, U Schlichtmann
IEEE Embedded Systems Letters 12 (2), 66-69, 2019
52019
Efficient Software-Implemented HW Fault Tolerance for TinyML Inference in Safety-critical Applications
U Sharif, D Mueller-Gritschneder, R Stahl, U Schlichtmann
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023
42023
The Scale4Edge RISC-V Ecosystem
W Ecker, P Adelt, W Mueller, R Heckmann, M Krstic, V Herdt, R Drechsler, ...
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 808-813, 2022
32022
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference
R Stahl, D Mueller-Gritschneder, U Schlichtmann
arXiv preprint arXiv:2303.17878, 2023
22023
Automated Redirection of Hardware Accesses for Host-Compiled Software Simulation
R Stahl, D Mueller-Gritschneder, U Schlichtmann
2018 Forum on Specification & Design Languages (FDL), 5-16, 2018
22018
MLonMCU: TinyML Benchmarking with Fast Retargeting
P van Kempen, R Stahl, D Mueller-Gritschneder, U Schlichtmann
arXiv preprint arXiv:2306.08951, 2023
12023
Towards Rapid Exploration of Heterogeneous TinyML Systems using Virtual Platforms and TVM’s UMA
S Ahmadifarsani, R Stahl, P van Kempen, D Mueller-Gritschneder, ...
2023
Firmware-driven Optimization of the Hardware/Software Interface for IoT Nodes
R Stahl, D Mueller-Gritschneder, U Schlichtmann
Final Workshop Proceedings, 17, 2019
2019
Technical Report: Driver Generation for IoT Nodes with Optimization of the Hardware/Software Interface
R Stahl, D Mueller-Gritschneder
2019
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