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04/20/2023
SALSA: Simulated Annealing based Loop-Ordering Scheduler for DNN Accelerators
To meet the growing need for computational power for DNNs, multiple spec...
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01/09/2023
TinyVers: A Tiny Versatile System-on-chip with State-Retentive eMRAM for ML Inference at the Extreme Edge
Extreme edge devices or Internet-of-thing nodes require both ultra-low p...
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12/20/2022
Towards Heterogeneous Multi-core Accelerators Exploiting Fine-grained Scheduling of Layer-Fused Deep Neural Networks
To keep up with the ever-growing performance demand of neural networks, ...
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12/10/2022
DeFiNES: Enabling Fast Exploration of the Depth-first Scheduling Space for DNN Accelerators through Analytical Modeling
DNN workloads can be scheduled onto DNN accelerators in many different w...
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08/10/2021
Survey and Benchmarking of Precision-Scalable MAC Arrays for Embedded DNN Processing
Reduced-precision and variable-precision multiply-accumulate (MAC) opera...
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07/22/2020