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Author

Ma Viet Duc

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Conference Aug 2026

VietTayNMT: Directional LoRA for Low-Resource Vietnamese–Tay Neural Machine Translation

Low-resource machine translation for minority languages is hindered by limited parallel data, weak lexical coverage, and deployment constraints. This paper studies Vietnamese–Tay translation and introduces VietTayNMT, a lightweight bidirectional framework designed for both translation quality and edge-oriented efficien...

M. Duc, Duong D. Nguyen · 0 citations
Conference Jul 2026

ECS-Guard: Online Logit-Geometry Monitoring for Backdoor Defense in Split Learning

Split Learning (SL) enables edge-cloud training by dividing models between clients and the server, but it is vulnerable to backdoor attacks in which malicious clients inject triggers through intermediate activations. Existing defenses in Federated Learning cannot be applied directly due to SL’s sequential training and...

M. Duc, Dao Bich Thuong, D. Tran et al. · 0 citations

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