FlowAdam adds clipped ODE integration to Adam with soft momentum injection for implicit regularization, cutting held-out error 10-22% on coupled matrix/tensor tasks while matching Adam on standard workloads.
On the SDEs and scaling rules for adaptive gradient algorithms
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FlowAdam: Implicit Regularization via Geometry-Aware Soft Momentum Injection
FlowAdam adds clipped ODE integration to Adam with soft momentum injection for implicit regularization, cutting held-out error 10-22% on coupled matrix/tensor tasks while matching Adam on standard workloads.