Enabling elderly individuals to age independently at home requires intelligent assistive systems that can understand complex care needs and coordinate appropriate responses. While large language models (LLMs) show promise for adaptive assistance, current eldercare systems suffer from critical limitations: they generate...
Thanh Son Le, Huu-Sy Le, Le Minh Toan Truong et al.· Vietnam Journal of Computer...· 0 citations
SRGNet is proposed, a spectrally-regularized graph network combining three targeted innovations: spectral normalization on all weight matrices to bound the Lipschitz constant, disruption-aware training augmentation synthesizing incident-like flow drops, and stochastic depth creating an implicit ensemble.
Huu Dang Khoi Nguyen, T. Le· E3S Web of Conferences· 0 citations
Smart home environments provide a practical basis for privacy-preserving activity monitoring in elderly-care and independent living settings, where ambient sensors such as motion detectors and door contacts can observe daily routines without requiring any action or device from residents. However, ambient-sensor-based h...
Le Bao Ngoc Tran, Duc Dat Pham, Huu-Sy Le et al.· 2026 11th International Conf...· 0 citations
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