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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

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Kinjalk Parth

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#artificial intelligence Sep 2026

RootQuantV2: Adapting a Vision Foundation Model for Root-Trait Regression from Minirhizotron Imagery

RootQuantV2 repurposes legacy numeric archives for high-throughput, automated root trait estimation, replacing RootQuant's CNN backbone with a self-supervised ViT and adapting a frozen DINOv3 ViT-L/16 with a hybrid parameter-efficient scheme.

Kinjalk Parth, Sebastian Varela, A. Leakey · 0 citations

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