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class imbalance 1learning dynamics 1long-tailed classification 1loss functions 1reweighting 1

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1 paper

cs.CV2026

Beyond Static Costs: Learning-Dynamics Aware Loss Functions for Long-Tailed Classification

Varad Shinde, Nikhil Kumar Shrey, Magesh Rajasekaran +5

The paper introduces a Learning‑Dynamics Aware Loss (LDAL) that continuously adjusts class weights during training based on feature strength, prediction entropy, and inter‑epoch ch…