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 2. Data Infrastructure In this work, we situate our understa
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. to focus on the contingent, historical, and value-laden work
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" Second, we aim to push AI ethics conversation about data bey
Read 4 tweets
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
Beyond Fairness & Ethics: Towards Agency & Shifting Power by @JamelleWD of @Data4BlackLives

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, Reclaiming data narratives with intention Data for Black Liv
Read 7 tweets

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