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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Minh-Triet Tran

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Conference Aug 2026

Representation-Aware Knowledge Distillation for Efficient Malware Family Classification

Malware family classification is an important cybersecurity task, but designing models that are both accurate and compact remains challenging due to malware obfuscation and computational constraints. This paper investigates efficient malware image classification by jointly considering byte-to-image representation, teac...

Minh-Quan Duong, T. Trần, Kieu-Oanh Nguyen-Ngoc et al. · 0 citations
Conference Aug 2026

ENEA-GS: Enhancing Single-Image 3D Gaussian Splatting with Normal-guided Texture Smoothness and Entropy-based Alpha Regularization

Recent advances in 3D content generation have demonstrated the effectiveness of optimization-based frameworks such as DreamGaussian, which combine 3D Gaussian Splatting (3DGS) with diffusion-guided Score Distillation Sampling (SDS) to efficiently synthesize 3D assets from a single image. Compared with earlier NeRF-base...

Nam-Quan Nguyen, Lam-Huy Nguyen, Minh-Triet Tran · 0 citations
Conference Aug 2026

Region-Guided Search for Ultra-High-Resolution Small Object Detection

Current object detection models face significant challenges when applied to ultra-high-resolution images, as global downscaling frequently destroys crucial details for small objects, while EGC wastes computation on irrelevant regions and causes object truncation at tile boundaries. We propose a two-step reasoning archi...

Gia-Phuc Song-Dong, Anh-Kiet Tran-Nhu, Minh-Triet Tran et al. · 0 citations

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