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These do seem interesting, thanks for sharing. Also, what do you mean by "participatory" in the context of machine learning? Is there a seminal paper that defi
by angrais 6y ago
These do seem interesting, thanks for sharing.
Also, what do you mean by "participatory" in the context of machine learning? Is there a seminal paper that defines it?
I ask as in HCI and other fields, participatory had a VERY defined meaning that in short, I'd about equal power, democracy, and inclusivity. I can't understand how that applies to ML and would like to learn more, hence asking you.
- accraze 6y agoI think "participatory" means something similar here within an ML context. It favors building community-based algorithmic systems and focuses on lowering the barrier to participation, so that non-expert users can be involved during the machine learning development cycle. I'm not aware of any seminal papers per-say, although here are a few that I've read recently... first one is something I maintain at $DAYJOB: 1) Halfaker, A., & Geiger, R. S. (2020). Ores: Lowering barriers with participatory machine learning in Wikipedia. ArXiv:1909.05189 [Cs]. http://arxiv.org/abs/1909.05189 http://arxiv.org/abs/1909.05189 2) Martin Jr. , D., Prabhakaran, V., Kuhlberg, J., Smart, A., & Isaac, W. S. (2020). Participatory problem formulation for fairer machine learning through community based system dynamics. ArXiv:2005.07572 [Cs, Stat]. http://arxiv.org/abs/2005.07572 http://arxiv.org/abs/2005.07572 Also checkout PAIR: https://research.google/teams/brain/pair/ https://research.google/teams/brain/pair/