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cs.LG2023
MEMA Runtime Framework: Minimizing External Memory Accesses for TinyML on Microcontrollers
Andrew Sabot, Vikas Natesh, H. T. Kung +1
We present the MEMA framework for the easy and quick derivation of efficient inference runtimes that minimize external memory accesses for matrix multiplication on TinyML systems.…
cs.LG2021★ 2 cited
Neural Mean Discrepancy for Efficient Out-of-Distribution Detection
Xin Dong, Junfeng Guo, Ang Li +3
Various approaches have been proposed for out-of-distribution (OOD) detection by augmenting models, input examples, training sets, and optimization objectives. Deviating from exist…