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Session
March
10
14:00
-
15:45
UTC

"I agree with the decision, but they didn't deserve this": Future Developers' Perception of Fairness in Algorithmic Decisions

M. Kasinidou, S. Kleanthous, P. Barlas, J. Otterbacher
Tags
Ethics
Humanistic Theory & Critique
View Paper
Session
March
10
0:00
-
1:45
UTC

"This Whole Thing Smacks of Gender": Algorithmic Exclusion in Bioimpedance-based Body Composition Analysis

Kendra Albert, Maggie Delano
Tags
Algorithm Development
Data
Ethics
Humanistic Theory & Critique
View Paper
Session
March
9
20:00
-
21:45
UTC

"What We Can’t Measure, We Can’t Understand": Challenges to Demographic Data Procurement in the Pursuit of Fairness

McKane Andrus, Elena Spitzer, Jeffrey Brown, Alice Xiang
Tags
Algorithm Development
Data
Ethics
Fairness
Law & Policy
View Paper
Session
March
8
20:00
-
21:45
UTC

A Bayesian Model of Cash Bail Decisions

Joshua Williams, J. Zico Kolter
Tags
Algorithm Development
Data
Fairness
Law & Policy
View Paper
Session
March
10
0:00
-
1:30
UTC

A Pilot Study in Surveying Clinical Judgments to Evaluate Radiology Report Generation

William Boag, Hassan Kané, Saumya Rawat, Jesse Wei, Alexander Goehler
Tags
Computer Vision
Data
Evaluation
Metrics
NLP
View Paper
Session
March
9
12:00
-
13:50
UTC

A Semiotics-Based Epistemic Tool to Reason About Ethical Issues in Digital Technology Design and Development

Simone Diniz Junqueira Barbosa, Gabriel Diniz Junqueira Barbosa, Clarisse Sieckenius de Souza, Carla Faria Leitão
Tags
Accountability
Ethics
Human Factors
Humanistic Theory & Critique
View Paper
Session
March
10
22:00
-
23:45
UTC

A Statistical Test for Probabilistic Fairness

Bahar Taskesen, Jose Blanchet, Daniel Kuhn, Viet Anh Nguyen
Tags
Algorithm Development
Auditing
Evaluation
Fairness
View Paper
Session
March
8
20:00
-
21:45
UTC

Algorithmic Fairness in Predicting Opioid Use Disorder using Machine Learning

Kilby, Angela E.
Tags
Algorithm Development
Auditing
Casuality
Fairness
View Paper
Session
March
9
0:20
-
1:30
UTC

Algorithmic Impact Assessments and Accountability: The Co-construction of Impacts

Jacob Metcalf, Emanuel Moss, Elizabeth Anne Watkins, Ranjit Singh, Madeleine Clare Elish
Tags
Accountability
Auditing
Evaluation
Law & Policy
View Paper
Session
March
9
12:00
-
13:50
UTC

Algorithmic Recourse: from Counterfactual Explanations to Interventions

Amir-Hossein Karimi, Bernhard Schölkopf, Isabel Valera
Tags
Algorithm Development
Casuality
Explainability
Participatory Design
View Paper
Session
March
8
22:00
-
23:45
UTC

Allocating Opportunities in a Dynamic Model of Intergenerational Mobility

Hoda Heidari, Jon Kleinberg
Tags
Algorithm Development
Fairness
View Paper
Session
March
9
12:00
-
13:50
UTC

An Action-Oriented AI Policy Toolkit for Technology Audits by Community Advocates and Activists

P M Krafft, Meg Young, Michael Katell, Jennifer E. Lee, Shankar Narayan, Micah Epstein, Dharma Dailey, Bernease Hermann, Aaron Tam, Vivian Guetler, Corinne Bintz, Daniella Raz, Pa Ousman Jobe, Franziska Putz, Brian Robick, Bissan Barghouti
Tags
Auditing
Humanistic Theory & Critique
Participatory Design
View Paper
Session
March
10
14:00
-
15:45
UTC

An Agent-Based Model to Evaluate Interventions on Online Dating Platforms to Decrease Racial Homogamy

Stefania Ionescu, Anikó Hannák, Kenneth Joseph
Tags
Evaluation
Metrics
View Paper
Session
March
10
14:00
-
15:45
UTC

Avoiding Disparity Amplification under Different Worldviews

Samuel Yeom, Michael Carl Tschantz
Tags
Data
Evaluation
Metrics
View Paper
Session
March
10
20:00
-
21:45
UTC

BOLD: Dataset and Metrics for Measuring Biases in Open-Ended Language Generation

Jwala Dhamala, Tony Sun, Varun Kumar, Satyapriya Krishna, Yada Pruksachatkun, Kai-Wei Chang, Rahul Gupta
Tags
Algorithm Development
Evaluation
Fairness
NLP
View Paper
Session
March
9
22:00
-
23:45
UTC

Better Together? How Externalities of Size Complicate Notions of Solidarity and Actuarial Fairness

Kate Donahue, Solon Barocas
Tags
Algorithm Development
Fairness
View Paper
Session
March
10
12:00
-
13:45
UTC

Biases in Generative Art---A Causal Look from the Lens of Art History

Ramya Srinivasan, Kanji Uchino
Tags
Accountability
Causality
Ethics
Human Factors
Humanistic Theory & Critique
View Paper
Session
March
10
0:00
-
1:45
UTC

Black Feminist Musings on Algorithmic Oppression

Lelia Marie Hampton
Tags
Accountability
Humanistic Theory & Critique
View Paper
Session
March
10
22:00
-
23:45
UTC

Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness

Jessie Finocchiaro, Roland Maio, Faidra Monachou, Gourab K Patro, Manish Raghavan, Ana-Andreea Stoica, Stratis Tsirtsis
Tags
Algorithm Development
Fairness
Humanistic Theory & Critique
View Paper
Session
March
8
12:00
-
13:45
UTC

Building and Auditing Fair Algorithms: A Case Study in Candidate Screening

Christo Wilson, Avijit Ghosh, Shan Jiang, Alan Mislove, Lewis Baker, Janelle Szary, Kelly Trindel, Frida Polli
Tags
Accountability
Algorithm Development
Auditing
Evaluation
Fairness
View Paper
Session
March
9
22:00
-
23:45
UTC

Can You Fake It Until You Make It?: Impacts of Differentially Private Synthetic Data on Downstream Classification Fairness

Victoria Cheng, Vinith M. Suriyakumar, Natalie Dullerud, Shalmali Joshi, Marzyeh Ghassemi
Tags
Algorithm Development
Evaluation
Fairness
View Paper
Session
March
10
20:00
-
21:45
UTC

Censorship of Online Encyclopedias: Implications for NLP Models

Eddie Yang, Margaret E. Roberts
Tags
Algorithm Development
Auditing
Data
Evaluation
NLP
View Paper
Session
March
9
22:00
-
23:45
UTC

Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings

Vinith M. Suriyakumar, Nicolas Papernot, Anna Goldenberg, Marzyeh Ghassemi
Tags
Evaluation
Privacy
View Paper
Session
March
10
0:00
-
1:45
UTC

Computer Science Communities: Who is Speaking, and Who is Listening to the Women?

Marc Cheong, Kobi Leins, Simon Coghlan
Tags
Humanistic Theory & Critique
View Paper
Session
March
8
12:00
-
13:45
UTC

Corporate Social Responsibility via Multi-Armed Bandits

Tom Ron, Omer Ben-Porat, Uri Shalit
Tags
Algorithm Development
Fairness
View Paper
Session
March
10
12:00
-
13:45
UTC

Data Leverage: A Framework for Empowering the Public in its Relationship with Technology Companies

Nicholas Vincent, Hanlin Li, Nicole Tilly, Stevie Chancellor, Brent Hecht
Tags
Accountability
Algorithm Development
Data
Human Factors
Participatory Design
View Paper
Session
March
9
14:00
-
15:45
UTC

Designing Accountable Systems

Severin Kacianka and Alexander Pretschner
Tags
Accountability
Algorithm Development
Auditing
Casuality
Evaluuation
View Paper
Session
March
8
22:00
-
23:45
UTC

Designing an Online Infrastructure for Collecting AI Data From People With Disabilities

Joon Sung Park, Danielle Bragg, Ece Kamar, Meredith Ringel Morris
Tags
Human Factors
Participatory Design
View Paper
Session
March
9
0:00
-
1:45
UTC

Detecting Discriminatory Risk through Data Annotation based on Bayesian Inferences

Elena Beretta, Antonio Vetrò, Bruno Lepri, Juan Carlos De Martin
Tags
Data
Human Factors
Humanistic Theory & Critique
View Paper
Session
March
9
20:00
-
21:45
UTC

Differential Tweetment: Mitigating Racial Dialect Bias in Harmful Tweet Detection

Ari Ball-Burack, Michelle Seng Ah Lee, Jennifer Cobbe, Jatinder Singh
Tags
Algorithm Development
Data
Fairness
Evaluation
View Paper
Session
March
10
12:00
-
13:45
UTC

Documenting Computer Vision Datasets: An Invitation to Reflexive Data Practices

Milagros Miceli, Tianling Yang, Laurens Naudts, Martin Schuessler, Diana Serbanescu, Alex Hanna
Tags
Auditing
Computer Vision
Data
Ethics
Humanistic Theory & Critique
View Paper
Session
March
9
14:00
-
15:50
UTC

Epistemic Values in Feature Importance Methods: Lessons From Feminist Epistemology

Leif Hancox-Li, I. Elizabeth Kumar
Tags
Accountability
Ethics
Explainability
Humanistic Theory & Critique
View Paper
Session
March
9
0:00
-
1:45
UTC

Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information

Pranjal Awasthi, Alex Beutel, Matthaus Kleindessner, Jamie Morgenstern, Xuezhi Wang
Tags
Auditing
Data
Evaluation
View Paper
Session
March
10
22:00
-
23:45
UTC

Fair Classification with Group-Dependent Label Noise

Jialu Wang, Yang Liu, Caleb Levy
Tags
Algorithm Development
Fairness
View Paper
Session
March
10
0:00
-
1:30
UTC

Fair Clustering via Equitable Group Representations

Mohsen Abbasi, Aditya Bhaskara, Suresh Venkatasubramanian
Tags
Algorithm Development
Fairness
View Paper
Session
March
9
20:00
-
21:45
UTC

Fairness Through Robustness: Investigating Robustness Disparity in Deep Learning

Vedant Nanda, Samuel Dooley, Sahil Singla, Soheil Feizi, John P. Dickerson
Tags
Auditing
Computer Vision
Data
Evaluation
Metrics
View Paper
Session
March
9
14:00
-
15:50
UTC

Fairness Violations and Mitigation under Covariate Shift

Harvineet Singh, Rina Singh, Vishwali Mhasawade, Rumi Chunara
Tags
Algorithm Development
Causality
Fairness
View Paper
Session
March
10
20:20
-
21:30
UTC

Fairness in Risk Assessment Instruments: Post-Processing to Achieve Counterfactual Equalized Odds

Alan Mishler, Edward H. Kennedy, Alexandra Chouldechova
Tags
Algorithm Development
Casuality
Evaluation
Fairness
View Paper
Session
March
9
12:00
-
13:50
UTC

Fairness, Equality, and Power in Algorithmic Decision-Making

Maximilian Kasy, Rediet Abebe
Tags
Algorithm Development
Casuality
Evaluation
Fairness
View Paper
Session
March
9
22:00
-
23:45
UTC

Fairness, Welfare, and Equity in Personalized Pricing

Nathan Kallus, Angela Zhou
Tags
Algorithm Development
Auditing
Data
Metrics
View Paper
Session
March
8
14:00
-
15:45
UTC

Fifty Shades of Grey: In Praise of a Nuanced Approach Towards Trustworthy Design

Lauren Thornton, Bran Knowles, Gordon Blair
Tags
Human Factors
Humanistic Theory & Critique
View Paper
Session
March
8
14:00
-
15:45
UTC

Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AI

Alon Jacovi, Ana Marasović, Tim Miller, Yoav Goldberg
Tags
Algorithm Development
Ethics
Fairness
Humanistic Theory & Critique
View Paper
Session
March
10
14:00
-
15:45
UTC

From Optimizing Engagement to Measuring Value

Smitha Milli, Luca Belli, Moritz Hardt
Tags
Algorithm Development
Recommender Systems
View Paper
Session
March
8
14:00
-
15:45
UTC

From Papers to Programs: Courts, Corporations, Clinics and the Battle over Computerized Psychological Testing

Kira Lussier
Tags
Data
Humanistic Theory & Critique
View Paper
Session
March
8
12:00
-
13:45
UTC

Group Fairness: Independence Revisited

Tim Räz
Tags
Algorithm Development
Ethics
Fairness
Humanistic Theory & Critique
View Paper
Session
March
8
20:00
-
21:45
UTC

High Dimensional Model Explanations: An Axiomatic Approach

Neel Patel, Martin Strobel, Yair Zick
Tags
Algorithm Development
Explainability
View Paper
Session
March
8
20:00
-
21:45
UTC

How Can I Choose an Explainer? An Application-Grounded Evaluation of Post-hoc Explanations

Sérgio Jesus, Catarina Belém, Vladimir Balayan, João Bento, Pedro Saleiro, Pedro Bizarro, João Gama
Tags
Algorithm Development
Explainability
Human Factors
View Paper
Session
March
8
12:00
-
13:45
UTC

Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases

Ryan Steed, Aylin Caliskan
Tags
Computer Vision
Data
Evaluation
Fairness
Humanistic Theory & Critique
View Paper
Session
March
8
20:00
-
21:45
UTC

Impossible Explanations? Beyond Explainable AI in the GDPR from a COVID-19 Use Case Scenario

Ronan Hamon, Henrik Junklewitz, Gianclaudio Malgieri, Paul De Hert, Laurent Beslay, Ignacio Sanchez
Tags
Explainability
Humanistic Theory & Critique
Law & Policy
View Paper
Session
March
9
22:00
-
23:45
UTC

Leave-One-Out Unfairness

Emily Black, Matt Fredrikson
Tags
Algorithm Development
Data
Evaluation
Fairness
Metrics
View Paper
Session
March
9
14:00
-
15:45
UTC

Leveraging Administrative Data for Bias Audits: Assessing Disparate Coverage with Mobility Data for COVID-19 Policy

Amanda Coston, Neel Guha, Derek Ouyang, Lisa Lu, Alexandra Chouldechova, Daniel E. Ho
Tags
Auditing
Data
Evaluation
View Paper
Session
March
10
12:00
-
13:45
UTC

Measurement and Fairness

Abigail Z. Jacobs, Hanna Wallach
Tags
Data
Fairness
Metrics
Evaluation
View Paper
Session
March
8
12:00
-
13:45
UTC

Mitigating Bias in Set Selection with Noisy Protected Attributes

Anay Mehrotra, L. Elisa Celis
Tags
Algorithm Development
Fairness
Recommender Systems
View Paper
Session
March
9
12:00
-
13:50
UTC

Narratives and Counternarratives on Data Sharing in Africa

Rediet Abebe, Kehinde Aruleba, Abeba Birhane, Sara Kingsley, George Obaido, Sekou L. Remy, Swathi Sadagopan
Tags
Data
Ethics
Humanistic Theory & Critique
View Paper
Session
March
10
20:00
-
21:45
UTC

On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜

Emily M. Bender, Timnit Gebru, Angelina McMillan-Major, Shmargaret Shmitchell
Tags
Auditing
Evaluation
Humanistic Theory & Critique
Metrics
NLP
View Paper
Session
March
8
14:00
-
15:45
UTC

On the Moral Justification of Statistical Parity

Corinna Hertweck, Christoph Heitz, Michele Loi
Tags
Ethics
Fairness
Humanistic Theory & Critique
Metrics
View Paper
Session
March
10
12:00
-
13:45
UTC

One Label, One Billion Faces: Usage and Consistency of Racial Categories in Computer Vision

Zaid Khan, Yun Fu
Tags
Algorithm Development
Computer Vision
Data
Evaluation
Fairness
View Paper
Session
March
10
14:00
-
15:45
UTC

Operationalizing Framing to Support Multiperspective Recommendations of Opinion Pieces

Mats Mulder, Oana Inel, Jasper Oosterman, Nava Tintarev
Tags
Human Factors
View Paper
Session
March
10
12:00
-
13:45
UTC

Outlining Traceability: A Principle for Operationalizing Accountability in Computing Systems

Joshua A. Kroll
Tags
Accountability
Ethics
Humanistic Theory & Critique
Law & Policy
View Paper
Session
March
9
22:00
-
23:45
UTC

Price Discrimination with Fairness Constraints

Maxime C. Cohen, Adam N. Elmachtoub, Xiao Lei
Tags
Algorithm Development
Fairness
Law & Policy
Metrics
View Paper
Session
March
9
0:20
-
1:30
UTC

Re-imagining Algorithmic Fairness in India and Beyond

Nithya Sambasivan, Erin Arnesen, Ben Hutchinson, Tulsee Doshi, Vinodkumar Prabhakaran
Tags
Human Factors
Humanistic Theory & Critique
Participatory Design
View Paper
Session
March
8
20:00
-
21:45
UTC

Reasons, Values, Stakeholders: A Philosophical Framework for Explainable AI

Atoosa Kasirzadeh
Tags
Human Factors
Humanistic Theory & Critique
View Paper
Session
March
9
14:00
-
15:50
UTC

Removing Spurious Features can Hurt Accuracy and Affect Groups Disproportionately

Fereshte Khani, Percy Liang
Tags
Algorithm Development
Computer Vision
Explainability
Fairness
NLP
View Paper
Session
March
9
14:00
-
15:50
UTC

Representativeness in Statistics, Politics, and Machine Learning

Kyla Chasalow, Karen Levy
Tags
Accountability
Data
Ethics
Humanistic Theory & Critique
View Paper
Session
March
9
12:00
-
13:50
UTC

Reviewable Automated Decision-Making: A Framework for Accountable Algorithmic Systems

Jennifer Cobbe, Michelle Seng Ah Lee, Jatinder Singh
Tags
Accountability
Auditing
Evaluation
Law & Policy
View Paper
Session
March
9
20:00
-
21:45
UTC

Socially Fair k-Means Clustering

Mehrdad Ghadiri, Samira Samadi, Santosh Vempala
Tags
Algorithm Development
Fairness
Metrics
View Paper
Session
March
9
20:00
-
21:45
UTC

Spoken Corpora Data, Automatic Speech Recognition, and Bias Against African American Language: The Case of Habitual ‘Be’

Joshua Martin
Tags
Data
Evaluation
Humanistic Theory & Critique
NLP
View Paper
Session
March
8
14:00
-
15:45
UTC

Standardized Tests and Affirmative Action: The Role of Bias and Variance

Nikhil Garg, Hannah Li, Faidra Monachou
Tags
Algorithm Development
Fairness
View Paper
Session
March
9
14:00
-
15:45
UTC

TILT: A GDPR-Aligned Transparency Information Language and Toolkit for Practical Privacy Engineering

Elias Grünewald, Frank Pallas
Tags
Human Factors
Law & Policy
NLP
Privacy
Recommender Systems
View Paper
Session
March
9
12:00
-
13:50
UTC

The Algorithmic Leviathan: Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making Systems

Kathleen Creel, Deborah Hellman
Tags
Ethics
Fairness
Humanistic Theory & Critique
Law & Policy
View Paper
Session
March
8
22:00
-
23:45
UTC

The Distributive Effects of Risk Prediction in Environmental Compliance: Algorithmic Design, Environmental Justice, and Public Policy

Elinor Benami, Reid Whitaker, Vincent La, Hongjin Lin, Brandon R. Anderson, and Daniel E. Ho
Tags
Evaluation
Law & Policy
View Paper
Session
March
8
20:00
-
21:45
UTC

The Effect of Differential Victim Crime Reporting on Predictive Policing Systems

Nil-Jana Akpinar, Maria De-Arteaga, Alexandra Chouldechova
Tags
Auditing
Data
Evaluation
View Paper
Session
March
8
22:00
-
23:45
UTC

The Effect of the Rooney Rule on Implicit Bias in the Long Term

L. Elisa Celis, Chris Hays, Anay Mehrotra, Nisheeth K. Vishnoi
Tags
Evaluation
Law & Policy
View Paper
Session
March
9
12:00
-
13:50
UTC

The Ethics of Emotion in Artificial Intelligence Systems

Luke Stark, Jesse Hoey
Tags
Ethics
Human Factors
Humanistic Theory & Critique
View Paper
Session
March
8
14:00
-
15:45
UTC

The Sanction of Authority: Promoting Public Trust in AI

Bran Knowles, John T. Richards
Tags
Algorithm Development
Auditing
Ethics
Evaluation
Fairness
View Paper
Session
March
10
20:20
-
21:30
UTC

The Use and Misuse of Counterfactuals in Ethical Machine Learning

Atoosa Kasrizadeh, Andrew Smart
Tags
Algorithm Development
Casuality
Fairness
Humanistic Theory & Critique
Participatory Design
View Paper
Session
March
8
22:00
-
23:45
UTC

Towards Accountability for Machine Learning Datasets: Practices from Software Engineering and Infrastructure

Ben Hutchinson, Andrew Smart, Alex Hanna, Emily Denton, Christina Greer, Oddur Kjartansson, Parker Barnes, Margaret Mitchell
Tags
Accountability
Algorithm Development
Data
Evaluation
Humanistic Theory & Critique
View Paper
Session
March
9
20:00
-
21:45
UTC

Towards Cross-Lingual Generalization of Translation Gender Bias

Won Ik Cho, Jiwon Kim, Jaeyoung Yang, Nam Soo Kim
Tags
Data
Evaluation
Humanistic Theory & Critique
NLP
View Paper
Session
March
9
0:00
-
1:45
UTC

Towards Fair Deep Anomaly Detection

Hongjing Zhang, Ian Davidson
Tags
Algorithm Development
Fairness
View Paper
Session
March
8
22:00
-
23:45
UTC

Value Cards: An Educational Toolkit for Teaching Social Impacts of Machine Learning through Deliberation

Hong Shen, Wesley H. Deng, Aditi Chattopadhyay, Zhiwei Steven Wu, Xu Wang, Haiyi Zhu
Tags
Accountability
Education
Human Factors
View Paper
Session
March
8
12:00
-
13:45
UTC

When the Umpire is also a Player: Bias in Private Label Product Recommendations on E-commerce Marketplaces

Abhisek Dash, Abhijnan Chakraborty, Saptarshi Ghosh, Animesh Mukherjee, Krishna P. Gummadi
Tags
Auditing
Recommender Systems
View Paper
Session
March
10
14:00
-
15:45
UTC

“You Can’t Sit With Us”: Exclusionary Pedagogy in AI Ethics Education

Inioluwa Deborah Raji, Morgan Klaus Scheuerman, Razvan Amironesei
Tags
Education
Ethics
View Paper