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eess.IV2026
MDIRNET: Multi-Degradation Image Restoration Network via Deep Unfolding
Talha Nadeem, Arslan Majal, Muhammad Tahir +1
Real images often exhibit unknown and mixed degradations, making restoration substantially more challenging than single-task image restoration because multiple distortion types int…
cs.LG2026
Variational Outlier-Robust Gaussian Process Regression with Generative Modeling
Arslan Majal, Aamir Hussain Chughtai
Outliers can substantially distort Gaussian process regression (GPR) due to its conventional Gaussian observation likelihood, leading to inaccurate model learning and prediction. T…