MANILA: A Low-Code Application to Benchmark Machine Learning Models and Fairness-Enhancing Methods
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.
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16:00 - 17:40 | Fairness and GreenJournal First / Research Papers / Demonstrations at Aurora A Chair(s): Aldeida Aleti Monash University | ||
16:00 10mTalk | 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 20mTalk | 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 20mTalk | 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 10mTalk | 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 20mTalk | 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 20mTalk | 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 | ||
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.
