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20232025
most citedConjugate Direction Methods Under Inconsistent Systems

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math.NA2025

Faithful-Newton Framework: Bridging Inner and Outer Solvers for Enhanced Optimization

Alexander Lim, Fred Roosta

Newton-type methods enjoy fast local convergence and strong empirical performance, but achieving global guarantees comparable to first-order methods remains challenging. Even for s…