PsiLogic: Chaos-Aware Active Cancellation for Adam with a Fair Cross-Domain Benchmark

Ali Sultonov

Adaptive optimizers such as Adam and AdamW apply the same update rule regardless of whether training is in a chaotic early phase or near convergence. We introduce PsiLogic, an opti…