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Drift-Resilient

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fields

cs.LG 1

years

2026 1

verdicts

CONDITIONAL 1

representative citing papers

NOMADD: Numerical Optimization of Models Adapting to Data Drift

cs.LG · 2026-08-03 · conditional · novelty 6.0

NOMADD fits a model on each past time period, compresses parameter changes with low-rank SVD, and extrapolates a damped linear trend to predict the model's future boundary, improving drift robustness across models from XGBoost to TabPFN.

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  • NOMADD: Numerical Optimization of Models Adapting to Data Drift cs.LG · 2026-08-03 · conditional · none · ref 1

    NOMADD fits a model on each past time period, compresses parameter changes with low-rank SVD, and extrapolates a damped linear trend to predict the model's future boundary, improving drift robustness across models from XGBoost to TabPFN.