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Ammar Toutou

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#diffusion models Open access Oct 2026

Code and data for Optimizer and residual settings rather than label fidelity drove low fidelity pretraining effects in a fractional physics informed network benchmark

Reproducibility archive accompanying the revised manuscript. Contains PyTorch code, validated reference solutions, low-fidelity labels, frozen experimental protocols, run configurations, trained models, selected checkpoints, predictions, analysis scripts and numerical audits. Includes 296 models from claim-check studie...

Ammar Toutou, Youssef Rezk, Salah Abdelhady et al. · 0 citations

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