POTs: protective optimization technologies

B Kulynych, R Overdorf, C Troncoso… - Proceedings of the 2020 …, 2020 - dl.acm.org
Algorithmic fairness aims to address the economic, moral, social, and political impact that
digital systems have on populations through solutions that can be applied by service …

Toward situated interventions for algorithmic equity: lessons from the field

M Katell, M Young, D Dailey, B Herman… - Proceedings of the …, 2020 - dl.acm.org
Research to date aimed at the fairness, accountability, and transparency of algorithmic
systems has largely focused on topics such as identifying failures of current systems and on …

Harms from increasingly agentic algorithmic systems

A Chan, R Salganik, A Markelius, C Pang… - Proceedings of the …, 2023 - dl.acm.org
Research in Fairness, Accountability, Transparency, and Ethics (FATE) 1 has established
many sources and forms of algorithmic harm, in domains as diverse as health care, finance …

Bridging machine learning and mechanism design towards algorithmic fairness

J Finocchiaro, R Maio, F Monachou, GK Patro… - Proceedings of the …, 2021 - dl.acm.org
Decision-making systems increasingly orchestrate our world: how to intervene on the
algorithmic components to build fair and equitable systems is therefore a question of utmost …

Roles for computing in social change

R Abebe, S Barocas, J Kleinberg, K Levy… - Proceedings of the …, 2020 - dl.acm.org
A recent normative turn in computer science has brought concerns about fairness, bias, and
accountability to the core of the field. Yet recent scholarship has warned that much of this …

Causal multi-level fairness

V Mhasawade, R Chunara - Proceedings of the 2021 AAAI/ACM …, 2021 - dl.acm.org
Algorithmic systems are known to impact marginalized groups severely, and more so, if all
sources of bias are not considered. While work in algorithmic fairness to-date has primarily …

Dimensions of diversity in human perceptions of algorithmic fairness

N Grgić-Hlača, G Lima, A Weller… - Proceedings of the 2nd …, 2022 - dl.acm.org
A growing number of oversight boards and regulatory bodies seek to monitor and govern
algorithms that make decisions about people's lives. Prior work has explored how people …

Re-imagining algorithmic fairness in india and beyond

N Sambasivan, E Arnesen, B Hutchinson… - Proceedings of the …, 2021 - dl.acm.org
Conventional algorithmic fairness is West-centric, as seen in its subgroups, values, and
methods. In this paper, we de-center algorithmic fairness and analyse AI power in India …

Perceptions of fairness

NA Saxena - Proceedings of the 2019 AAAI/ACM Conference on AI …, 2019 - dl.acm.org
In recent years, fairness has rightly become an important topic of interest in the AI, law,
ethics, and political community. In the computer science (CS) community, people have …

A qualitative exploration of perceptions of algorithmic fairness

A Woodruff, SE Fox, S Rousso-Schindler… - Proceedings of the 2018 …, 2018 - dl.acm.org
Algorithmic systems increasingly shape information people are exposed to as well as
influence decisions about employment, finances, and other opportunities. In some cases …