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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

Viet-Hang Duong

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Conference Aug 2026

On the Instability of Saliency Maps under Sparse Perturbations

Understanding the reliability of model explanations remains a critical challenge in deep learning. Prior work has shown that saliency maps can be manipulated by optimizing the input using gradient-based methods, where gradients of the loss with respect to the input are computed to generate dense perturbations that alte...

Khoa Tran, Thai Huy Nguyen, Quan Minh Phan et al. · 0 citations
Conference Aug 2026

PrismTrack: Perspective-Aware Multi-Cue Association for Robust Multi-Object Tracking

Multi-Object Tracking (MOT) remains challenging due to object occlusion, complex motions, and detection unreliability in crowded scenarios. We propose an enhanced MOT framework integrating and optimizing state-of-the-art components, specifically Improved Detection Confidence Boost (IDCBoost) and Track-Perspective-Based...

Trung Nghia Huynh, Chi Nhan Huynh, Jia-Ching Wang et al. · 0 citations

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