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18-19 November 2024
Organized by
IDEAL Institute, Northwestern University
EnCORE Institute, University of California San Diego
An EnCORE and IDEAL TRIPODS Institutes Collaboration
An EnCORE and IDEAL TRIPODS Institutes Collaboration
The NSF TRIPODS Institutes—The Institute for Emerging CORE Methods for Data Science (EnCORE) at UCSD and The Institute for Data, Econometrics, Algorithms, and Learning (IDEAL) at Northwestern University—are co-hosting a workshop titled "Foundations of Fairness and Accountability." The event will take place from November 18-19, 2024 in a hybrid format at the Department of Computer Science at Northwestern University, Evanston, Illinois. We plan to follow up with a second workshop at early Spring at the EnCORE institute at the University of California San Diego.
The NSF TRIPODS Institutes—The Institute for Emerging CORE Methods for Data Science (EnCORE) at UCSD and The Institute for Data, Econometrics, Algorithms, and Learning (IDEAL) at Northwestern University—are co-hosting a workshop titled "Foundations of Fairness and Accountability." The event will take place from November 18-19, 2024 in a hybrid format at the Department of Computer Science at Northwestern University, Evanston, Illinois. We plan to follow up with a second workshop at early Spring at the EnCORE institute at the University of California San Diego.
The workshop will feature a blend of talks and interactive discussions, focusing on key topics related to fairness and accountability. The main areas of exploration include:
The workshop will feature a blend of talks and interactive discussions, focusing on key topics related to fairness and accountability. The main areas of exploration include:
1. Fairness in Resource Allocation
1. Fairness in Resource Allocation
2. Fairness in Clustering & Ranking
2. Fairness in Clustering & Ranking
3. Fairness in Prediction
3. Fairness in Prediction
4. Socio-Technical Aspects of Fairness & Accountability
4. Socio-Technical Aspects of Fairness & Accountability
4. Accountability in Experiment Design, with an emphasis on Replicability
4. Accountability in Experiment Design, with an emphasis on Replicability
5. Applications of these concepts across fields like Law, AI, and Biology.
5. Applications of these concepts across fields like Law, AI, and Biology.
Plenary Speakers
Plenary Speakers
Duke University
Harvard University
TTIC
Short talk Speakers
Short talk Speakers
The Venue
The Venue
IDEAL Institute
IDEAL Institute
EnCORE Institute
EnCORE Institute
University of California San Diego
University of California San Diego
(Early Spring: Date TBD)
(Early Spring: Date TBD)
The Organizers
The Organizers
Rajni Dabas
Rajni Dabas
Northwestern University
Sainyam Galhotra
Sainyam Galhotra
Cornell University
Parikshit Gopalan
Parikshit Gopalan
Apple
Samir Khuller
Samir Khuller
Northwestern University
Aaron Roth
University of Pennsylvania
Barna Saha
Barna Saha
University of California San Diego
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