Vasiliki Sideri-Lampretsa

Beyond Uniformity: Regularizing Implicit Neural Representations through a Lipschitz Lens

Implicit Neural Representations (INRs) have shown great promise in solving inverse problems, but their lack of inherent regularization often leads to a trade-off between expressiveness and smoothness. While Lipschitz continuity presents a principled form of implicit regularization, it is often appli…