The present invention relates to quinazolin-4-one compounds of formula (I′), their process of preparation and uses thereof. These compounds are useful as selective and reversible inhibitors of ubiquitin specific proteases, particularly USP7, for treating e.g. cancer, neurodegenerative diseases, inflammatory disorders and viral infections.