We extend the model-free data-driven paradigm for rate-independent fracture mechanics proposed in Carrara et al. (2020), to rate-dependent and sub-critical fatigue. The problem is formulated by combining balance governing equations stemming from variational principles with a set of data points that encodes constitutive behavior material. solution found as point best satisfies meta-stability con...