Discover and read the best of Twitter Threads about #paml2020
Most recents (2)
Datasets (particularly benchmarks) are infrastructure: a foundation for other tools & tech, tending to seep into the background, shaped by specific aims, seeming natural from one perspective but jarring from another
@cephaloponderer @alexhanna @amironesei
arxiv.org/abs/2007.07399
@cephaloponderer @alexhanna @amironesei
arxiv.org/abs/2007.07399
Focusing on *transparency* of a ML system without plausible actions of being able to change aspects of that system
are a Pyrrhic victory. *Contestability*, however, allows us
to critically engage within the system.
are a Pyrrhic victory. *Contestability*, however, allows us
to critically engage within the system.
Let's move beyond insufficient training data as
the sole "solution" to discriminatory outcomes.
Gathering
more training data from populations which are already extensively surveilled ignores how data-gathering operations can serve as another
form of "predatory inclusion"
the sole "solution" to discriminatory outcomes.
Gathering
more training data from populations which are already extensively surveilled ignores how data-gathering operations can serve as another
form of "predatory inclusion"
Power imbalances in Machine Learning. Technical community has control over:
- what data is collected
- what data is used
- how much to reveal about training dataset
- choosing models
- interpreting outputs
- assessment & verification
- deployment of models @JamelleWD #PAML2020
- what data is collected
- what data is used
- how much to reveal about training dataset
- choosing models
- interpreting outputs
- assessment & verification
- deployment of models @JamelleWD #PAML2020
Beyond Fairness & Ethics: Towards Agency & Shifting Power by @JamelleWD of @Data4BlackLives
Watch here: slideslive.com/38930952/beyon… #ICML2020 #PAML2020
Watch here: slideslive.com/38930952/beyon… #ICML2020 #PAML2020
Reclaim data narratives with intention
Ex: covid-19 racial disparities
False, harmful narrative: due to genetics or Black people being uncareful or unhealthy
Reclaimed, accurate narrative: racism NOT race is the root, unequal access, lower quality of care, structural barriers,
Ex: covid-19 racial disparities
False, harmful narrative: due to genetics or Black people being uncareful or unhealthy
Reclaimed, accurate narrative: racism NOT race is the root, unequal access, lower quality of care, structural barriers,
