Deterministic envelopes decouple stochastic-gradient noise from taming in SGLD, splitting stationary error into oracle-dependent bias and deterministic stabilization error, with a hybrid soft-hard design for far tails.
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Deterministic Envelopes for Tamed SGLD: Decoupling Stochastic-Gradient Noise and Localizing Taming
Deterministic envelopes decouple stochastic-gradient noise from taming in SGLD, splitting stationary error into oracle-dependent bias and deterministic stabilization error, with a hybrid soft-hard design for far tails.