Cool paper! One brief comment is this seems closely related to performative prediction and it seems worth discussing the relationship.
Edit: just realized this is a review, not a new paper, so my comment is a bit less relevant. Although it does still seem like a useful connection to make.
author here—Yes we got this comment from reviewers in the most recent round as well. ADS is a bit more general than performative prediction, since it applies outside of prediction context. Still very closely related.
On the other hand, The point of our work is something that people in the performative prediction community seem to only slowly be approaching, which is the incentive for ADS. Work on CIDs is much more related in that sense.
As a historical note: We starting working on this March or April 2018; Performative prediction was on arXiv Feb 2020, ours was at a safety workshop in mid 2019, but not on arXiv until Sept 2020.
Cool paper! One brief comment is this seems closely related to performative prediction and it seems worth discussing the relationship.
Edit: just realized this is a review, not a new paper, so my comment is a bit less relevant. Although it does still seem like a useful connection to make.
author here—Yes we got this comment from reviewers in the most recent round as well. ADS is a bit more general than performative prediction, since it applies outside of prediction context. Still very closely related.
On the other hand, The point of our work is something that people in the performative prediction community seem to only slowly be approaching, which is the incentive for ADS. Work on CIDs is much more related in that sense.
As a historical note: We starting working on this March or April 2018; Performative prediction was on arXiv Feb 2020, ours was at a safety workshop in mid 2019, but not on arXiv until Sept 2020.