AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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The algorithm is parameterized so as to address various stochastic formulations spanning from Expectation-focused to Value-at-Risk (VaR) as well as Conditional-Value-at-Risk (CVaR) as well as Conditional-Value-at-Risk (CVaR)-focused formulations.
A new algorithm, termed Search and Accelerate (SaA) is proposed that mixes together a novel line search, a trust region mechanism together with an adaptation of the gradient acceleration scheme to make it a highly competitive general purpose gradient-based alternative for box-constrained optimization problems.
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