FSE 2025
Mon 23 - Fri 27 June 2025 Trondheim, Norway
co-located with ISSTA 2025
Tue 24 Jun 2025 16:00 - 16:10 at Aurora A - Fairness and Green Chair(s): Aldeida Aleti

This paper presents MANILA, a web-based low-code application to benchmark machine learning models and fairness-enhancing methods and select the one achieving the best fairness and effectiveness trade-off. It is grounded on an Extended Feature Model that models a general fairness benchmarking workflow as a Software Product Line. The constraints defined among the features guide users in creating experiments that do not lead to execution errors. We describe the architecture and implementation of MANILA and evaluate it in terms of expressiveness and correctness.

Giordano d’Aloisio is a Postdoctoral Researcher at the University of L’Aquila, Italy, where he obtained the European PhD degree in Information and Communication Technology in 2025. From February to August 2024, he was a visiting researcher at University College London. His research activity mainly focuses on Software Engineering and Data Science techniques for the quality assurance of learning-based software systems.

Tue 24 Jun

Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change

16:00 - 17:40
Fairness and GreenJournal First / Research Papers / Demonstrations at Aurora A
Chair(s): Aldeida Aleti Monash University
16:00
10m
Talk
MANILA: A Low-Code Application to Benchmark Machine Learning Models and Fairness-Enhancing Methods
Demonstrations
Giordano d'Aloisio University of L'Aquila
Pre-print Media Attached
16:10
20m
Talk
Fairness Testing of Machine Translation Systems
Journal First
Zeyu Sun Institute of Software, Chinese Academy of Sciences, Zhenpeng Chen Nanyang Technological University, Jie M. Zhang King's College London, Dan Hao Peking University
16:30
20m
Talk
Bias behind the Wheel: Fairness Testing of Autonomous Driving Systems
Journal First
Xinyue Li Peking University, Zhenpeng Chen Nanyang Technological University, Jie M. Zhang King's College London, Federica Sarro University College London, Ying Zhang Peking University, Xuanzhe Liu Peking University
16:50
10m
Talk
FAMLEM, the FAst ModuLar Energy Meter at Code Level
Demonstrations
Max Weber Leipzig University, Johannes Dorn Leipzig University, Sven Apel Saarland University, Norbert Siegmund Leipzig University
17:00
20m
Talk
NLP Libraries, Energy Consumption and Runtime - An Empirical Study
Research Papers
Rajrupa Chattaraj Indian Institute of Technology Tirupati, India, Sridhar Chimalakonda Indian Institute of Technology Tirupati
DOI
17:20
20m
Talk
An adaptive language-agnostic pruning method for greener language models for code
Research Papers
Mootez Saad Dalhousie University, José Antonio Hernández López Linköping University, Boqi Chen McGill University, Daniel Varro Linköping University / McGill University, Tushar Sharma Dalhousie University
DOI Pre-print

Information for Participants
Tue 24 Jun 2025 16:00 - 17:40 at Aurora A - Fairness and Green Chair(s): Aldeida Aleti
Info for room Aurora A:

Aurora A is the first room in the Aurora wing.

When facing the main Cosmos Hall, access to the Aurora wing is on the right, close to the side entrance of the hotel.

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