This dataset collection comprises synthetic datasets designed to evaluate methods for Auxiliary Task Learning (ATL), particularly algorithms focused on automatic task selection and negative-transfer mitigation. It includes six controlled synthetic scenarios with predefined inter-task correlation structures.