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ICSE 2022
Sun 8 - Fri 27 May 2022
Fri 13 May 2022 11:30 - 11:45 at ICSE Demo room 1 - Tools and Environments 3 Chair(s): Wing Lam
Wed 25 May 2022 13:50 - 14:10 at Room 304+305 - Demos 1 Chair(s): Wing Lam

Advances in how we build and use software, specifically the integration of machine learning for decision making, have led to widespread concern around model and software fairness. We present fairkit-learn, an interactive Python toolkit designed to support data scientists’ ability to reason about and understand model fairness. We outline how fairkit-learn can support model training, evaluation, and comparison and describe the potential benefit that comes with using fairkit-learn in comparison to the state-of-the-art. Fairkit-learn is open source at https://go.gmu.edu/fairkit-learn/.

Fri 13 May

Displayed time zone: Eastern Time (US & Canada) change

11:00 - 12:00
Tools and Environments 3DEMO - Demonstrations at ICSE Demo room 1
Chair(s): Wing Lam University of Illinois at Urbana-Champaign
11:00
15m
Demonstration
PyKokkos: Performance Portable Kernels in Python
DEMO - Demonstrations
Nader Al Awar The University of Texas at Austin, Neil Mehta NERSC, Lawrence Berkeley National Laboratory, Steven Zhu The University of Texas at Austin, George Biros The University of Texas at Austin, Milos Gligoric University of Texas at Austin
Pre-print Media Attached
11:15
15m
Demonstration
Gamekins: Gamifying Software Testing in Jenkins
DEMO - Demonstrations
Philipp Straubinger University of Passau, Gordon Fraser University of Passau
DOI Pre-print Media Attached
11:30
15m
Demonstration
Fairkit-learn: A fairness evaluation and comparison toolkit
DEMO - Demonstrations
Brittany Johnson George Mason University, Yuriy Brun University of Massachusetts Amherst
Link to publication DOI Pre-print Media Attached
11:45
15m
Demonstration
Synthia: a Generic and Flexible Data Structure Generator
DEMO - Demonstrations
Marc-Antoine Plourde Université du Québec à Chicoutimi, Sylvain Hallé Université du Québec à Chicoutimi
DOI Pre-print Media Attached

Wed 25 May

Displayed time zone: Eastern Time (US & Canada) change

13:30 - 15:00
Demos 1DEMO - Demonstrations at Room 304+305
Chair(s): Wing Lam George Mason University
13:30
20m
Demonstration
PyKokkos: Performance Portable Kernels in Python
DEMO - Demonstrations
Nader Al Awar The University of Texas at Austin, Neil Mehta NERSC, Lawrence Berkeley National Laboratory, Steven Zhu The University of Texas at Austin, George Biros The University of Texas at Austin, Milos Gligoric University of Texas at Austin
Pre-print Media Attached
13:50
20m
Demonstration
Fairkit-learn: A fairness evaluation and comparison toolkit
DEMO - Demonstrations
Brittany Johnson George Mason University, Yuriy Brun University of Massachusetts Amherst
Link to publication DOI Pre-print Media Attached
14:10
20m
Demonstration
Gamekins: Gamifying Software Testing in Jenkins
DEMO - Demonstrations
Philipp Straubinger University of Passau, Gordon Fraser University of Passau
DOI Pre-print Media Attached
14:30
20m
Demonstration
Synthia: a Generic and Flexible Data Structure Generator
DEMO - Demonstrations
Marc-Antoine Plourde Université du Québec à Chicoutimi, Sylvain Hallé Université du Québec à Chicoutimi
DOI Pre-print Media Attached
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Information for Participants
Fri 13 May 2022 11:00 - 12:00 at ICSE Demo room 1 - Tools and Environments 3 Chair(s): Wing Lam
Info for room ICSE Demo room 1:

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