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Jovan Bowen Heng

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Articles

A Review of Deep Learning for Speech Recognition and Its Application in Advanced Hearing Assistance for the Elderly

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By Jovan Bowen Heng
| Preprints.org
Submitted: 22 October 2025 You are already at the latest version The aging global population is experiencing a rising prevalence of age-related hearing loss. Conventional hearing aids often fail in noisy environments, leading to user dissatisfaction. Recent advancements in deep learning, particularly in automatic speech recognition (ASR) and smart filter, highlight the potential for a new generation of hearing aids.
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Toward Real-World Deployment of Federated Learning in Healthcare: A Comprehensive Review of Hybrid Models and Data Simulation Tools

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By ALi RaZa, Ali Raza, Jovan Bowen Heng, Tee Hui Teo
| Preprints.org
This version is not peer-reviewed. Ali Raza,Fatima Khan,Zhen Bin It  *,Jovan Bowen Heng,Tee Hui Teo Ali Raza,Fatima Khan,Zhen Bin It  *,Jovan Bowen Heng,Tee Hui Teo You are already at the latest version This review synthesizes recent advancements in federated learning (FL) frameworks tailored for sensitive domains such as mental healthcare, medical imaging, and non-IID data simulation.
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Recent Advances in Efficient Spiking Neural Networks: Architectures, Learning Rules, and Hardware Realizations

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By Jovan Bowen Heng, Tee Hui Teo, Jeremy Tan
| Preprints.org
This version is not peer-reviewed. Jovan Bowen Heng  *,Tee Hui Teo,Jeremy Tan,Song Cheng Yao Jovan Bowen Heng  *,Tee Hui Teo,Jeremy Tan,Song Cheng Yao This version is not peer-reviewed. Spiking Neural Networks (SNNs) have emerged as a promising paradigm for energy-efficient and event-driven computing, drawing inspiration from biological neurons.
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