Author

Mostafa Tavassolipour

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#machine learning Preprint Sep 2026

Joint Domain-Class Modeling for Federated Learning Under Feature Skew

Federated learning (FL) enables collaborative model training without centralizing private data, but performance often degrades under feature skew: clients share labels while the conditional input distributions $p_i(x\!\mid\!y)$ vary due to latent, client-specific appearance factors. We propose Joint Domain-Class Federa...

Sina Najafi, Mostafa Tavassolipour, S. P. Shariatpanahi · 0 citations

Preprint Aug 2026

Domain-Aware Pruning: Sparsity and Domain Generalization via Regularized Probabilistic Masking

Beyond efficiency and generalization, DAP natively provides increased robustness to adversarial perturbations and yields highly interpretable models, where the retained weights reliably encapsulate the most domain-invariant and task-critical representations.

Parham Sazdar, Mostafa Tavassolipour, Reshad Hosseini · 0 citations