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cs.LG2025
An Investigation of Test-time Adaptation for Audio Classification under Background Noise
Weichuang Shao, Iman Yi Liao, Tomas Henrique Bode Maul +1
Domain shift is a prominent problem in Deep Learning, causing a model pre-trained on a source dataset to suffer significant performance degradation on test datasets. This research…
cs.LG2021
Balancing Accuracy and Latency in Multipath Neural Networks
Mohammed Amer, Tomás Maul, Iman Yi Liao
The growing capacity of neural networks has strongly contributed to their success at complex machine learning tasks and the computational demand of such large models has, in turn,…