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Author

Björn W. Schuller

2 papers indexed here

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Sep 2026

Federated Prototype Learning for Cardiovascular Diseases Recognition Under Non-Independent and Non-Identically Distributed Heart Sounds.

Artificial intelligence (AI)-powered heart sound auscultation offers a noninvasive and accessible approach for diagnosing cardiovascular diseases (CVDs). However, training robust diagnostic models requires large-scale data, which is hindered by strict privacy regulations across isolated medical institutions. While fede...

Yi-Fan Feng, Wanyong Qiu, Hao-Jie Zhang et al. · 0 citations
#machine learning Preprint Sep 2026

A Gradient-based yet Spike-Timing-Dependent Solution to the Feedback Learning Problem in Neural Microcircuits

This work reformulates temporal credit assignment as a state separation problem: extracting task-required components induced by historical perturbations directly from the current neural state, which enables an online feedback learning framework for NMCs through a gradient tunneling algorithm and the lead-lag expansion...

Xiang-Nan Zhang, Jing-Xin Liu, Ran-Qi Lu et al. · 0 citations

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