Arne Symons

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 11

Top Topics

Scheduling Algorithm

Design Space Exploration

Modeling Framework

Top Venues

Publications

Steven Colleman, Arne Symons, Victor J. B. Jung, Marian Verhelst
Optimizing Layer-Fused Scheduling of Transformer Networks on Multi-accelerator Platforms. ISQED (2024)
Steven Colleman, Arne Symons, Victor J. B. Jung, Marian Verhelst
Optimizing Layer-Fused Scheduling of Transformer Networks on Multi-accelerator Platforms. CoRR (2024)
Arne Symons, Linyan Mei, Steven Colleman, Pouya Houshmand, Sebastian Karl, Marian Verhelst
Stream: A Modeling Framework for Fine-grained Layer Fusion on Multi-core DNN Accelerators. ISPASS (2023)
Sebastian Karl, Arne Symons, Nael Fasfous, Marian Verhelst
Genetic Algorithm-based Framework for Layer-Fused Scheduling of Multiple DNNs on Multi-core Systems. DATE (2023)
Victor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini
SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators. CoRR (2023)
Lotte Hendrickx, Arne Symons, Wiebe Van Ranst, Marian Verhelst, Toon Goedemé
Hardware-aware NAS by Genetic Optimisation with a Design Space Exploration Simulator. CVPR Workshops (2023)
Victor J. B. Jung, Arne Symons, Linyan Mei, Marian Verhelst, Luca Benini
SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators. AICAS (2023)
Linyan Mei, Koen Goetschalckx, Arne Symons, Marian Verhelst
DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling. HPCA (2023)
Arne Symons, Linyan Mei, Steven Colleman, Pouya Houshmand, Sebastian Karl, Marian Verhelst
Towards Heterogeneous Multi-core Accelerators Exploiting Fine-grained Scheduling of Layer-Fused Deep Neural Networks. CoRR (2022)
Linyan Mei, Koen Goetschalckx, Arne Symons, Marian Verhelst
DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling. CoRR (2022)
Arne Symons, Linyan Mei, Marian Verhelst
LOMA: Fast Auto-Scheduling on DNN Accelerators through Loop-Order-based Memory Allocation. AICAS (2021)