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cs.LG2025
Topological Deep Learning for Speech Data
Zhiwang Yu
Topological data analysis (TDA) offers novel mathematical tools for deep learning. Inspired by Carlsson et al., this study designs topology-aware convolutional kernels that signifi…
cs.LG2023
Topology-enhanced machine learning for speech signal processing
Pingyao Feng, Siheng Yi, Haiyu Zhang +4
In artificial-intelligence-aided signal processing, existing deep learning models often exhibit a black-box structure. Here, conceptually beyond spectral analysis, we demonstrate t…