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Reducing Model Churn: Stable Re-training of Conversational Agents

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cs.LG 1

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2026 1

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GRAIN: Group Aggregation via Min-Norm Objective

cs.LG · 2026-06-22 · unverdicted · novelty 5.0

GRAIN is a gradient aggregation method using min-norm objectives to ensure non-negative inner products with group gradients, yielding tighter uniform stability bounds than SGD under smoothness assumptions.

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  • GRAIN: Group Aggregation via Min-Norm Objective cs.LG · 2026-06-22 · unverdicted · none · ref 75

    GRAIN is a gradient aggregation method using min-norm objectives to ensure non-negative inner products with group gradients, yielding tighter uniform stability bounds than SGD under smoothness assumptions.