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cs.LG2025
UnIT: Scalable Unstructured Inference-Time Pruning for MAC-efficient Neural Inference on MCUs
Ashe Neth, Sawinder kaur, Mohammad Nur Hossain Khan +3
Existing pruning methods are typically applied during training or compile time and often rely on structured sparsity. While compatible with low-power microcontrollers (MCUs), struc…
cs.LG2023
LOCUS: LOcalization with Channel Uncertainty and Sporadic Energy
Subrata Biswas, Mohammad Nur Hossain Khan, Violet Colwell +2
Accurate sound source localization (SSL), such as direction-of-arrival (DoA) estimation, relies on consistent multichannel data. However, batteryless systems often suffer from miss…