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iTrans- former: Inverted transformers are effective for time series forecasting

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cs.LG 1

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2026 1

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NoRIN: Backbone-Adaptive Reversible Normalization for Time-Series Forecasting

cs.LG · 2026-05-11 · unverdicted · novelty 6.0

NoRIN replaces affine reversible normalization with a Johnson S_U non-linear transform whose shape parameters are initialized by quantile fitting and refined by Bayesian optimization on validation data, yielding backbone-dependent optima that differ from the linear limit.

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  • NoRIN: Backbone-Adaptive Reversible Normalization for Time-Series Forecasting cs.LG · 2026-05-11 · unverdicted · none · ref 2

    NoRIN replaces affine reversible normalization with a Johnson S_U non-linear transform whose shape parameters are initialized by quantile fitting and refined by Bayesian optimization on validation data, yielding backbone-dependent optima that differ from the linear limit.