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cs.LG2025
PQS (Prune, Quantize, and Sort): Low-Bitwidth Accumulation of Dot Products in Neural Network Computations
Vikas Natesh, H. T. Kung
We present PQS, which uses three techniques together - Prune, Quantize, and Sort - to achieve low-bitwidth accumulation of dot products in neural network computations. In conventio…
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.…