The Cox model is an indispensable tool for time-to-event analysis, particularly in biomedical research. However, medicine undergoing a profound transformation, generating data at unprecedented scale, which opens new frontiers to study and understand diseases. With the wealth of collected, challenges statistical inference arise, as datasets are often high dimensional, exhibit increasing number m...