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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Duy-Linh Nguyen

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3 papers indexed here

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Aug 2026

YOLO-World for Aerial Zero-Shot Detection Through Alignment and Bottleneck Analysis

Open-vocabulary object detectors have achieved strong zero-shot performance on natural-image benchmarks, but they collapse to near-zero novel-class mAP on aerial imagery. This study focuses on diagnosing this failure on the DIOR 16/4 generalized zero-shot detection benchmark through a sequence of controlled probes on Y...

Thi-Kim-Anh Pham, Xuan-Thuy Vo, Duy-Linh Nguyen et al. · 0 citations
Aug 2026

Context-Aware Dynamic Momentum for Asynchronous Federated Learning

Asynchronous Federated Learning (AFL) addresses the synchronization bottleneck of traditional federated learning by allowing clients to upload local model updates independently. However, asynchronous communication can result in stale updates, whose optimization information can become outdated in cases of heterogeneous...

Rahmatullah Arrizal Pranatadesta, Duy-Linh Nguyen, A. Priadana et al. · 0 citations
Aug 2026

Adaptive Enhancement Scheduler for Real-Time UAV Object Detection Under Variable Illumination

UAV vision systems must operate under highly variable illumination, from daylight to full night, while adhering to strict real-time constraints. Low-light conditions suppress texture and contrast, compounding the difficulty of detecting small objects at high altitudes. Image enhancement can restore visibility, but appl...

Ngoc-Au Doan, Duy-Linh Nguyen, Jehwan Choi et al. · 0 citations

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