2 papers
cs.SE2023
Dataflow graphs as complete causal graphs
Andrei Paleyes, Siyuan Guo, Bernhard Schölkopf +1
Component-based development is one of the core principles behind modern software engineering practices. Understanding of causal relationships between components of a software syste…
cs.LG2023
Pragmatic Fairness: Developing Policies with Outcome Disparity Control
Limor Gultchin, Siyuan Guo, Alan Malek +2
We introduce a causal framework for designing optimal policies that satisfy fairness constraints. We take a pragmatic approach asking what we can do with an action space available…