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bilevel optimization 1convergence analysis 1hardware-aware algorithms 1state-dependent bias 1stochastic gradient descent 1

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20242026
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math.OC2026

Optimization under Persistent State-Dependent Bias: Gradient-based Method and Complexity Analysis

Zhaoxian Wu, Quan Xiao, Tayfun Gokmen +1

The paper analyzes how stochastic gradient descent behaves when updates are consistently distorted by state-dependent scaling, shows this leads to a biased solution, and introduces…