Newton's Lantern is an RL finetuning pipeline that uses iteration count as reward to produce warm starts for AC power flow, outperforming supervised methods by converging on all tested snapshots with lowest mean iterations on IEEE and GOC benchmarks.
How to find all roots of complex polynomials by N ewton's method
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Newton's Lantern: A Reinforcement Learning Framework for Finetuning AC Power Flow Warm Start Models
Newton's Lantern is an RL finetuning pipeline that uses iteration count as reward to produce warm starts for AC power flow, outperforming supervised methods by converging on all tested snapshots with lowest mean iterations on IEEE and GOC benchmarks.