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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

Md Raihan Khan

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Preprint Aug 2026

Difficulty-Calibrated Interpolation Paths for Conditional Flow Matching

This work shows that the regression difficulty of Conditional Flow Matching varies systematically along the path, and proposes Difficulty-Calibrated Flow Matching, which derives the schedule from the model itself: a short pilot run with the linear path records the per-time loss, and the schedule is set to the quantile function of this difficulty profile.

Airin Akter Tania, Md Raihan Khan · 1 citation

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