Arne Symons

According to our database, Arne Symons authored at least 7 papers between 2021 and 2023.

Collaborative distances:

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

2023

Stream: A Modeling Framework for Fine-grained Layer Fusion on Multi-core DNN Accelerators.

Arne Symons, Linyan Mei, Steven Colleman, Pouya Houshmand, Sebastian Karl, Marian Verhelst

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2023

DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling.

Linyan Mei, Koen Goetschalckx, Arne Symons, Marian Verhelst

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2023

Genetic Algorithm-based Framework for Layer-Fused Scheduling of Multiple DNNs on Multi-core Systems.

Sebastian Karl, Arne Symons, Nael Fasfous, Marian Verhelst

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Hardware-aware NAS by Genetic Optimisation with a Design Space Exploration Simulator.

Lotte Hendrickx, Arne Symons, Wiebe Van Ranst, Marian Verhelst, Toon Goedemé

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators.

Victor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini

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

2022

Towards Heterogeneous Multi-core Accelerators Exploiting Fine-grained Scheduling of Layer-Fused Deep Neural Networks.

Arne Symons, Linyan Mei, Steven Colleman, Pouya Houshmand, Sebastian Karl, Marian Verhelst

CoRR, 2022

2021

LOMA: Fast Auto-Scheduling on DNN Accelerators through Loop-Order-based Memory Allocation.

Arne Symons, Linyan Mei, Marian Verhelst

Proceedings of the 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, 2021