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cs.AR2025
HaShiFlex: A High-Throughput Hardened Shifter DNN Accelerator with Fine-Tuning Flexibility
Jonathan Herbst, Michael Pellauer, Sherief Reda
We introduce a high-throughput neural network accelerator that embeds most network layers directly in hardware, minimizing data transfer and memory usage while preserving a degree…
cs.DC2025
HARP: A Taxonomy for Heterogeneous and Hierarchical Processors for Mixed-reuse Workloads
Raveesh Garg, Michael Pellauer, Tushar Krishna
Artificial intelligence (AI) application domains consist of a mix of tensor operations with high and low arithmetic intensities (aka reuse). Hierarchical (i.e. compute along multip…