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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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Shubham Subhnil

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Conference Open access Sep 2026

Context-Adaptive World Models for Visual Out-of-Distribution Generalization

This thesis is developing a context-adaptive Mamba-based world model that infers K context vectors from short pixel-trajectory windows, and shows that its suboptimality is bounded by √K times the context-inference error along a Lipschitz chain through FiLM, the SSM, and the decoder.

Shubham Subhnil · 0 citations

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