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Regularity-Aware Stochastic MGDA with Adaptive Conflict-Avoidant Update Direction Control

arXiv cs.LG · yesterday Cached

This paper proposes a regularity-aware stochastic multi-gradient descent method (MoRe) that adaptively switches between conflict-avoidant and scalarization updates. The method achieves improved convergence rates from O~T^{-1/4} to O~T^{-1/2} in nonconvex settings while maintaining per-iterate conflict avoidance.

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