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cs.LG2026
Perforated Neural Networks for Keyword Spotting
Vishy Gopal, Aris Ilias Goutis, Ralph Crewe +2
Edge machine learning presents a unique set of constraints not encountered in cloud-scale model deployment: strict memory budgets, limited compute, and non-negotiable accuracy thre…
cs.LG2025
Exploring the Performance of Perforated Backpropagation through Further Experiments
Rorry Brenner, Evan Davis, Rushi Chaudhari +5
Perforated Backpropagation is a neural network optimization technique based on modern understanding of the computational importance of dendrites within biological neurons. This pap…