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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

Suresh Kumar Sahani

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Open access Jul 2026

Hybrid Analytical Numerical and Machine Learning Frameworks for Solving Deterministic and Stochastic Differential Equations with Stability, Convergence, and Uncertainty Quantification

This work introduces a unified hybrid analytical–numerical–ML framework for deterministic and stochastic differential equations that provides a principled pathway toward physically consistent, scalable, and uncertainty-aware solvers for complex dynamical systems.

Suresh Kumar Sahani · 2 citations

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