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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

Taigo Sakai

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2 papers indexed here

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Preprint Sep 2026

GRACE: Geometry- and Ray-Aware Camera-Efficient Multi-View Pedestrian Tracking

Reducing the number of cameras reduces the deployment cost but removes views that correct BEV responses stretched away from true pedestrian positions by projection and short score drops that can split tracks} in Bird's-Eye View (BEV) tracking. We introduce GRACE, a camera-efficient multi-view tracker with three compone...

Taigo Sakai, Hiroki Kouno, Naoki Kato et al. · 0 citations
Preprint Aug 2026

NeuroGuard: Neural Gradient Update Aware of Representation Damage

NeuroGuard is proposed, an update-control method added to DGR, a replay-based LT-CIL baseline, without adding learnable parameters, which preserves DGR's replay memory, classifier, and set of loss terms.

Taigo Sakai, Kazuhito Hotta · 0 citations

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