On Leave-One-Out Conditional Mutual Information For Generalization

no code implementations • 1 Jul 2022 • Mohamad Rida Rammal, Alessandro Achille, Aditya Golatkar, Suhas Diggavi, Stefano Soatto

We derive information theoretic generalization bounds for supervised learning algorithms based on a new measure of leave-one-out conditional mutual information (loo-CMI).

Generalization Bounds Image Classification

Coded Estimation: Design of Backscatter Array Codes for 3D Orientation Estimation

no code implementations • 1 Dec 2021 • Mohamad Rida Rammal, Suhas Diggavi, Ashutosh Sabharwal

We consider the problem of estimating the orientation of a 3D object with the assistance of configurable backscatter tags.

TAG