Finding Structure and Causality in Linear Programs

Code

• github.com/zecevic-matej/finding-structure-and-causality-in-linear-programs
  OfficialIn paperpytorch★ 0

Abstract

Linear Programs (LP) are celebrated widely, particularly so in machine learning where they have allowed for effectively solving probabilistic inference tasks or imposing structure on end-to-end learning systems. Their potential might seem depleted but we propose a foundational, causal perspective that reveals intriguing intra- and inter-structure relations for LP components. We conduct a systematic, empirical investigation on general-, shortest path- and energy system LPs.

Tasks

Reproductions