Fabian Kreß

According to our database, Fabian Kreß authored at least 17 papers between 2018 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

CNNParted: An open source framework for efficient Convolutional Neural Network inference partitioning in embedded systems.

Fabian Kreß, Vladimir Sidorenko, Patrick Schmidt, Julian Höfer, Tim Hotfilter, Iris Walter, Tanja Harbaum, Jürgen Becker

Comput. Networks, June, 2023

Leveraging Mixed-Precision CNN Inference for Increased Robustness and Energy Efficiency.

Tim Hotfilter, Julian Höfer, Philipp Merz, Fabian Kreß, Fabian Kempf, Tanja Harbaum, Jürgen Becker

Proceedings of the 36th IEEE International System-on-Chip Conference, 2023

Automated Replacement of State-Holding Flip-Flops to Enable Non-Volatile Checkpointing.

Fabian Kreß, Johannes Pfau, Fabian Kempf, Patrick Schmidt, Zhuofan He, Tanja Harbaum, Jürgen Becker

Proceedings of the IEEE Nordic Circuits and Systems Conference, 2023

Context-Aware Layer Scheduling for Seamless Neural Network Inference in Cloud-Edge Systems.

Matthias Stammler, Vladimir Sidorenko, Fabian Kreß, Patrick Schmidt, Jürgen Becker

Proceedings of the 16th IEEE International Symposium on Embedded Multicore/Many-core Systems-on-Chip, 2023

An Analytical Model of Configurable Systolic Arrays to find the Best-Fitting Accelerator for a given DNN Workload.

Tim Hotfilter, Patrick Schmidt, Julian Höfer, Fabian Kreß, Tanja Harbaum, Jürgen Becker

Proceedings of the DroneSE and RAPIDO: System Engineering for constrained embedded systems, 2023

SiFI-AI: A Fast and Flexible RTL Fault Simulation Framework Tailored for AI Models and Accelerators.

Julian Höfer, Fabian Kempf, Tim Hotfilter, Fabian Kreß, Tanja Harbaum, Jürgen Becker

Proceedings of the Great Lakes Symposium on VLSI 2023, 2023

ATLAS: An Approximate Time-Series LSTM Accelerator for Low-Power IoT Applications.

Fabian Kreß, Alexey Serdyuk, Micha Hiegle, Disnebio Waldmann, Tim Hotfilter, Julian Höfer, Tim Hamann, Jens Barth, Peter Kämpf, Tanja Harbaum, Jürgen Becker

Proceedings of the 26th Euromicro Conference on Digital System Design, 2023

A Hardware-Centric Approach to Increase and Prune Regular Activation Sparsity in CNNs.

Tim Hotfilter, Julian Höfer, Fabian Kreß, Fabian Kempf, Leonhard Kraft, Tanja Harbaum, Jürgen Becker

Proceedings of the 5th IEEE International Conference on Artificial Intelligence Circuits and Systems, 2023

2022

Runtime Adaptive Cache Checkpointing for RISC Multi-Core Processors.

Fabian Kempf, Julian Höfer, Fabian Kreß, Tim Hotfilter, Tanja Harbaum, Jürgen Becker

Proceedings of the 35th IEEE International System-on-Chip Conference, 2022

Automated Search for Deep Neural Network Inference Partitioning on Embedded FPGA.

Fabian Kreß, Julian Höfer, Tim Hotfilter, Iris Walter, El Mahdi El Annabi, Tanja Harbaum, Jürgen Becker

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2022

Hardware-aware Workload Distribution for AI-based Online Handwriting Recognition in a Sensor Pen.

Fabian Kreß, Alexey Serdyuk, Tim Hotfilter, Julian Höfer, Tanja Harbaum, Jürgen Becker, Tim Hamann

Proceedings of the 11th Mediterranean Conference on Embedded Computing, 2022

Data Movement Reduction for DNN Accelerators: Enabling Dynamic Quantization Through an eFPGA.

Tim Hotfilter, Fabian Kreß, Fabian Kempf, Jürgen Becker, Imen Baili

Proceedings of the IEEE Computer Society Annual Symposium on VLSI, 2022

Hardware-aware Partitioning of Convolutional Neural Network Inference for Embedded AI Applications.

Fabian Kreß, Julian Höfer, Tim Hotfilter, Iris Walter, Vladimir Sidorenko, Tanja Harbaum, Jürgen Becker

Proceedings of the 18th International Conference on Distributed Computing in Sensor Systems, 2022

Towards Reconfigurable Accelerators in HPC: Designing a Multipurpose eFPGA Tile for Heterogeneous SoCs.

Tim Hotfilter, Fabian Kreß, Fabian Kempf, Jürgen Becker, Juan Miguel De Haro Ruiz, Daniel Jiménez-González, Miquel Moretó, Carlos Álvarez, Jesús Labarta, Imen Baili

Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022

2021

FLECSim-SoC: A Flexible End-to-End Co-Design Simulation Framework for System on Chips.

Tim Hotfilter, Julian Höfer, Fabian Kreß, Fabian Kempf, Jürgen Becker

Proceedings of the 34th IEEE International System-on-Chip Conference, 2021

Transparent Near-Memory Computing with a Reconfigurable Processor.

Fabian Lesniak, Fabian Kreß, Jürgen Becker

Proceedings of the Applied Reconfigurable Computing. Architectures, Tools, and Applications, 2021

2018

In-NoC Circuits for Low-Latency Cache Coherence in Distributed Shared-Memory Architectures.

Leonard Masing, Akshay Srivatsa, Fabian Kreß, Nidhi Anantharajaiah, Andreas Herkersdorf, Jürgen Becker

Proceedings of the 12th IEEE International Symposium on Embedded Multicore/Many-core Systems-on-Chip, 2018