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cs.AI2022★ 2 cited
Utility Theory for Sequential Decision Making
Mehran Shakerinava, Siamak Ravanbakhsh
The von Neumann-Morgenstern (VNM) utility theorem shows that under certain axioms of rationality, decision-making is reduced to maximizing the expectation of some utility function.…
cs.LG2022
Transformation Coding: Simple Objectives for Equivariant Representations
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. In contrast to existing equivariant net…