pycox and pysurvival

These are **competitors**: both provide end-to-end survival analysis modeling frameworks in Python, with pycox offering more active development (PyTorch-based with modern deep learning methods) while pysurvival provides a broader sklearn-style interface for classical and machine learning approaches, forcing practitioners to choose one as their primary toolkit.