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Welcome to FAccT 2021

The conference brings together researchers and practitioners interested in fairness, accountability, and transparency in socio-technical systems. It builds on the success of the 2020 conference held in Barcelona, and is the first conference under the new name!

Announcements

Please take a moment to tell us about your experience at ACM FAccT 2021 and offer suggestions for 2022 and beyond. Find the survey in Circle on the Announcements page.

FAccT Organizers + Executive Committee
March 10, 2021

The Townhall will be hosted on Wednesday at 19:00 UTC+0 on Stream 1. To ask a question in advance, navigate to the Townhall page found on the Overview or Agenda view.

FAccT Organizers & Executive Committee
March 9, 2021

You can access pre-recorded paper talks from session pages linked below or the library linked above. Asynchronous discussion is ongoing & live sessions start Monday at 12:00 UTC (local time listed on the agenda page)

FAccT Organizing Team
March 5, 2021

Tutorial videos are posted on their individual session pages for follow up viewing for all where speakers consented to recording.

FAccT Organizing Team
March 5, 2021

CRAFT have limited capacity to foster interaction. The sessions are now filled. If you aren’t assigned to any CRAFT sessions, we encourage you to watch some upcoming Paper presentations found in the Library or jump into the community space and start a conversation there!

FAccT Organizing Team
March 4, 2021

Tutorials are streamed without captioning. Next week, recordings of the Tutorials, with captions, will be available. For more information see the FAccT guide FAQ.

FAccT organizing team
March 4, 2021

Overview

*All times are listed in UTC+0

March 4

March 5

March 8

March 9

March 10

Tutorial
12:00
Fairness Metrics and Non-Discrimination Law: Can Fairness be Legally Automated?
Fairness Metrics and Non-Discrimination Law: Can Fairness be Legally Automated?
Tutorial
12:00
Causal Fairness Analysis
Causal Fairness Analysis
Tutorial
12:00
Power in Political Philosophy: Nature and Justification
Power in Political Philosophy: Nature and Justification
Tutorial
14:00
Sociocultural Diversity in Machine Learning: Lessons from Philosophy, Psychology and Organizational
Sociocultural Diversity in Machine Learning: Lessons from Philosophy, Psychology and Organizational
Tutorial
14:00
Explainable ML in the Wild:  When Not to Trust Your Explanations
Explainable ML in the Wild:  When Not to Trust Your Explanations
Tutorial
14:00
From Publishing to Practice: Bringing AI Model Monitoring to a Healthcare Setting
From Publishing to Practice: Bringing AI Model Monitoring to a Healthcare Setting
Tutorial
16:00
Responsible AI in Industry: Lessons Learned in Practice
Responsible AI in Industry: Lessons Learned in Practice
Tutorial
16:00
Data Externalities
Data Externalities
Tutorial
16:00
Thinking Through and Writing About Research Ethics Beyond "Broader Impact"
Thinking Through and Writing About Research Ethics Beyond "Broader Impact"
Tutorial
16:00
AI on the Ground Approach: Critical Methodological Reflections and Lessons from the Field
AI on the Ground Approach: Critical Methodological Reflections and Lessons from the Field
Tutorial
17:15
Privacy is Power
Privacy is Power
Tutorial
18:15
A Behavioral and Economic Approach to Algorithmic Fairness & Human-Centered Mechanism Design
A Behavioral and Economic Approach to Algorithmic Fairness & Human-Centered Mechanism Design
Tutorial
18:30
Fairness and Friends
Fairness and Friends
Tutorial
18:30
A Crash Course in Motivating, Supporting and Expanding Ethical Thinking in the Tech Classroom
A Crash Course in Motivating, Supporting and Expanding Ethical Thinking in the Tech Classroom
Tutorial
20:30
Using Harms and Benefits to Ground Practical AI Fairness Assessments in Finance
Using Harms and Benefits to Ground Practical AI Fairness Assessments in Finance
Tutorial
20:30
How to Achieve Both Transparency and Accuracy in Predictive Decision Making:  an Introduction to Strategic Prediction
How to Achieve Both Transparency and Accuracy in Predictive Decision Making:  an Introduction to Strategic Prediction
CRAFT
12:00
Inspecting Algorithms in Social Media Platforms: Bridging Regulators and Independent Auditors
Inspecting Algorithms in Social Media Platforms: Bridging Regulators and Independent Auditors
CRAFT
12:00
An Equality Opportunity: Combating Disability Discrimination in AI
An Equality Opportunity: Combating Disability Discrimination in AI
CRAFT
12:00
Accountable AI for Disaster Risk Management: FAccT Considerations on Risk Models, Geospatial Data and Inclusivity of Lower- and Middle-Income Countries
Accountable AI for Disaster Risk Management: FAccT Considerations on Risk Models, Geospatial Data and Inclusivity of Lower- and Middle-Income Countries
CRAFT
14:00
There's an App for That: How Can Digital Content Tracing Apps Promote Fair, Inclusive and Just Health Technologies?
There's an App for That: How Can Digital Content Tracing Apps Promote Fair, Inclusive and Just Health Technologies?
CRAFT
14:00
Civic Empowerment in the Development and Deployment of AI Systems
Civic Empowerment in the Development and Deployment of AI Systems
CRAFT
14:00
Data Cards Playbook: Participatory Activites for Dataset Documentation
Data Cards Playbook: Participatory Activites for Dataset Documentation
CRAFT
17:30
Participatory Methods in AI Research (a.k.a. Everything You Always Wanted to Ask About Using Participatory Methods in Your Work)
Participatory Methods in AI Research (a.k.a. Everything You Always Wanted to Ask About Using Participatory Methods in Your Work)
CRAFT
18:00
Narratives and Counternarratives on Data Practices in the Global South
Narratives and Counternarratives on Data Practices in the Global South
CRAFT
19:30
Contesting and Rethinking Demographic Data Infrastructures for Algorithmic Fairness
Contesting and Rethinking Demographic Data Infrastructures for Algorithmic Fairness
CRAFT
20:00
Bridging Research and Policy: An Interactive Workshop on How to Use AI and Policy to Uplift Economic Opportunity in Communities of Color
Bridging Research and Policy: An Interactive Workshop on How to Use AI and Policy to Uplift Economic Opportunity in Communities of Color
Paper
11:00
Welcome Message
Welcome Message
Keynote
11:00
Welcome Message
Welcome Message
Panel
11:00
Welcome Message
Welcome Message
Paper
12:00
Paper Session 1
Paper Session 1
Keynote
12:00
Paper Session 1
Paper Session 1
Panel
12:00
Paper Session 1
Paper Session 1
Paper
12:00
Paper Session 2
Paper Session 2
Keynote
12:00
Paper Session 2
Paper Session 2
Panel
12:00
Paper Session 2
Paper Session 2
Paper
14:00
Paper Session 3
Paper Session 3
Keynote
14:00
Paper Session 3
Paper Session 3
Panel
14:00
Paper Session 3
Paper Session 3
Paper
14:00
Paper Session 4
Paper Session 4
Keynote
14:00
Paper Session 4
Paper Session 4
Panel
14:00
Paper Session 4
Paper Session 4
Paper
16:00
Join us in the Community!
Join us in the Community!
Keynote
16:00
Join us in the Community!
Join us in the Community!
Panel
16:00
Join us in the Community!
Join us in the Community!
Paper
17:00
Health Inequities, Machine Learning, and the Covid Looking Glass
Health Inequities, Machine Learning, and the Covid Looking Glass
Keynote
17:00
Health Inequities, Machine Learning, and the Covid Looking Glass
Health Inequities, Machine Learning, and the Covid Looking Glass
Panel
17:00
Health Inequities, Machine Learning, and the Covid Looking Glass
Health Inequities, Machine Learning, and the Covid Looking Glass
Paper
18:00
Health, Technology and Race
Health, Technology and Race
Keynote
18:00
Health, Technology and Race
Health, Technology and Race
Panel
18:00
Health, Technology and Race
Health, Technology and Race
Paper
19:00
Join us in the Community!
Join us in the Community!
Keynote
19:00
Join us in the Community!
Join us in the Community!
Panel
19:00
Join us in the Community!
Join us in the Community!
Paper
20:00
Paper Session 5
Paper Session 5
Keynote
20:00
Paper Session 5
Paper Session 5
Panel
20:00
Paper Session 5
Paper Session 5
Paper
20:00
Paper Session 6
Paper Session 6
Keynote
20:00
Paper Session 6
Paper Session 6
Panel
20:00
Paper Session 6
Paper Session 6
Paper
22:00
Paper Session 7
Paper Session 7
Keynote
22:00
Paper Session 7
Paper Session 7
Panel
22:00
Paper Session 7
Paper Session 7
Paper
22:00
Paper Session 8
Paper Session 8
Keynote
22:00
Paper Session 8
Paper Session 8
Panel
22:00
Paper Session 8
Paper Session 8
Paper
0:00
Paper Session 9
Paper Session 9
Keynote
0:00
Paper Session 9
Paper Session 9
Panel
0:00
Paper Session 9
Paper Session 9
Paper
0:20
Paper Session 10
Paper Session 10
Keynote
0:20
Paper Session 10
Paper Session 10
Panel
0:20
Paper Session 10
Paper Session 10
Paper
11:00
Welcome Message
Welcome Message
Keynote
11:00
Welcome Message
Welcome Message
Panel
11:00
Welcome Message
Welcome Message
Paper
12:00
Paper Session 11
Paper Session 11
Keynote
12:00
Paper Session 11
Paper Session 11
Panel
12:00
Paper Session 11
Paper Session 11
Paper
12:00
Paper Session 12
Paper Session 12
Keynote
12:00
Paper Session 12
Paper Session 12
Panel
12:00
Paper Session 12
Paper Session 12
Paper
14:00
Paper Session 13
Paper Session 13
Keynote
14:00
Paper Session 13
Paper Session 13
Panel
14:00
Paper Session 13
Paper Session 13
Paper
14:00
Paper Session 14
Paper Session 14
Keynote
14:00
Paper Session 14
Paper Session 14
Panel
14:00
Paper Session 14
Paper Session 14
Paper
16:00
Join us in the Community!
Join us in the Community!
Keynote
16:00
Join us in the Community!
Join us in the Community!
Panel
16:00
Join us in the Community!
Join us in the Community!
Paper
17:00
Causality, Fairness and its Limitations
Causality, Fairness and its Limitations
Keynote
17:00
Causality, Fairness and its Limitations
Causality, Fairness and its Limitations
Panel
17:00
Causality, Fairness and its Limitations
Causality, Fairness and its Limitations
Paper
18:00
In Praise of (Flawed) Mathematical Models
In Praise of (Flawed) Mathematical Models
Keynote
18:00
In Praise of (Flawed) Mathematical Models
In Praise of (Flawed) Mathematical Models
Panel
18:00
In Praise of (Flawed) Mathematical Models
In Praise of (Flawed) Mathematical Models
Paper
19:00
Join us in the Community!
Join us in the Community!
Keynote
19:00
Join us in the Community!
Join us in the Community!
Panel
19:00
Join us in the Community!
Join us in the Community!
Paper
20:00
Paper Session 15
Paper Session 15
Keynote
20:00
Paper Session 15
Paper Session 15
Panel
20:00
Paper Session 15
Paper Session 15
Paper
20:00
Paper Session 16
Paper Session 16
Keynote
20:00
Paper Session 16
Paper Session 16
Panel
20:00
Paper Session 16
Paper Session 16
Paper
22:00
Paper Session 17
Paper Session 17
Keynote
22:00
Paper Session 17
Paper Session 17
Panel
22:00
Paper Session 17
Paper Session 17
Paper
22:00
Paper Session 18
Paper Session 18
Keynote
22:00
Paper Session 18
Paper Session 18
Panel
22:00
Paper Session 18
Paper Session 18
Paper
0:00
Paper Session 19
Paper Session 19
Keynote
0:00
Paper Session 19
Paper Session 19
Panel
0:00
Paper Session 19
Paper Session 19
Paper
0:00
Paper Session 20
Paper Session 20
Keynote
0:00
Paper Session 20
Paper Session 20
Panel
0:00
Paper Session 20
Paper Session 20
Paper
11:00
Welcome Message
Welcome Message
Keynote
11:00
Welcome Message
Welcome Message
Panel
11:00
Welcome Message
Welcome Message
Paper
12:00
Paper Session 21
Paper Session 21
Keynote
12:00
Paper Session 21
Paper Session 21
Panel
12:00
Paper Session 21
Paper Session 21
Paper
12:00
Paper Session 22
Paper Session 22
Keynote
12:00
Paper Session 22
Paper Session 22
Panel
12:00
Paper Session 22
Paper Session 22
Paper
14:00
Paper Session 23
Paper Session 23
Keynote
14:00
Paper Session 23
Paper Session 23
Panel
14:00
Paper Session 23
Paper Session 23
Paper
14:00
Paper Session 24
Paper Session 24
Keynote
14:00
Paper Session 24
Paper Session 24
Panel
14:00
Paper Session 24
Paper Session 24
Paper
16:00
Join us in the Community!
Join us in the Community!
Keynote
16:00
Join us in the Community!
Join us in the Community!
Panel
16:00
Join us in the Community!
Join us in the Community!
Paper
17:00
The Future Is Up For Grabs
The Future Is Up For Grabs
Keynote
17:00
The Future Is Up For Grabs
The Future Is Up For Grabs
Panel
17:00
The Future Is Up For Grabs
The Future Is Up For Grabs
Paper
18:00
Algorithms, Accountability, and Journalism
Algorithms, Accountability, and Journalism
Keynote
18:00
Algorithms, Accountability, and Journalism
Algorithms, Accountability, and Journalism
Panel
18:00
Algorithms, Accountability, and Journalism
Algorithms, Accountability, and Journalism
Paper
19:00
FAccT 2021 Townhall
FAccT 2021 Townhall
Keynote
19:00
FAccT 2021 Townhall
FAccT 2021 Townhall
Panel
19:00
FAccT 2021 Townhall
FAccT 2021 Townhall
Paper
20:00
Paper Session 26
Paper Session 26
Keynote
20:00
Paper Session 26
Paper Session 26
Panel
20:00
Paper Session 26
Paper Session 26
Paper
20:20
Paper Session 25
Paper Session 25
Keynote
20:20
Paper Session 25
Paper Session 25
Panel
20:20
Paper Session 25
Paper Session 25
Paper
22:00
Paper Session 27
Paper Session 27
Keynote
22:00
Paper Session 27
Paper Session 27
Panel
22:00
Paper Session 27
Paper Session 27
Paper
23:59
Closing Thank You
Closing Thank You
Keynote
23:59
Closing Thank You
Closing Thank You
Panel
23:59
Closing Thank You
Closing Thank You