Search Results for author: Mehran Shakerinava

Found 4 papers, 1 papers with code

Utility Theory for Sequential Decision Making

no code implementations27 Jun 2022 Mehran Shakerinava, Siamak Ravanbakhsh

A yet stronger constraint simplifies the utility function for goal-seeking agents in the form of a difference in some function of states that we call potential functions.

Decision Making

Transformation Coding: Simple Objectives for Equivariant Representations

no code implementations19 Feb 2022 Mehran Shakerinava, Arnab Kumar Mondal, Siamak Ravanbakhsh

We present a simple non-generative approach to deep representation learning that seeks equivariant deep embedding through simple objectives.

Disentanglement reinforcement-learning +1

Equivariant Networks for Pixelized Spheres

no code implementations12 Jun 2021 Mehran Shakerinava, Siamak Ravanbakhsh

We show how to model this interplay using ideas from group theory, identify the equivariant linear maps, and introduce equivariant padding that respects these symmetries.

Semantic Segmentation

Cannot find the paper you are looking for? You can Submit a new open access paper.