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Author

Mostafa M. Rezaee

3 papers indexed here

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Open access Sep 2026

Uncertainty-aware maintenance scheduling in water distribution networks via ensemble neural forecasting and explainable confidence indexing

CAUCCES is proposed, coupling an adaptive ensemble with a novel Explainable Confidence Index (ECI), suggesting that entropy-based uncertainty quantification can serve as a practical bridge between forecasting and scheduling for resource-constrained utilities, although broader validation across climates and operating co...

MohammadHossein Homaei, Óscar Mogollón-Gutiérrez, Mostafa M. Rezaee et al. · 0 citations
Open access Jul 2026

Adaptive gradient-norm weighting for improved domain adversarial training

Adaptive Gradient-Norm Weighting (AWD), a lightweight scalarization mechanism that dynamically adjusts gradient norms of the classification and alignment losses in UDA consistently improves average performance over fixed and scheduled baselines, with the strongest gains on more difficult transfer settings.

Iman Khazrak, Mohammadhossein Homaei, Mostafa M. Rezaee et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Understanding LoRA Rank Trade-offs in Diffusion Model Fine-Tuning

Results show moderate ranks are most efficient: rank 4 achieves the best DDPM FID, rank 8 is close, and higher ranks provide limited gains despite larger adaptation cost, support small-to-moderate ranks as practical defaults under fixed training budgets.

Iman Khazrak, N. Nejad, Mostafa M. Rezaee et al. · 0 citations

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