51 citations · 220 across the 70 of their papers we have counts for
5 papers · 1 filter
Training self-supervised peptide sequence models on artificially chopped proteins
Gil Sadeh, Zichen Wang, Jasleen Grewal +2
Representation learning for proteins has primarily focused on the global understanding of protein sequences regardless of their length. However, shorter proteins (known as peptides…
Ex-Ante Assessment of Discrimination in Dataset
Jonathan Vasquez, Xavier Gitiaux, Huzefa Rangwala
Data owners face increasing liability for how the use of their data could harm under-priviliged communities. Stakeholders would like to identify the characteristics of data that le…
SoFaiR: Single Shot Fair Representation Learning
Xavier Gitiaux, Huzefa Rangwala
To avoid discriminatory uses of their data, organizations can learn to map them into a representation that filters out information related to sensitive attributes. However, all exi…
Improving Zero-Shot Event Extraction via Sentence Simplification
Sneha Mehta, Huzefa Rangwala, Naren Ramakrishnan
The success of sites such as ACLED and Our World in Data have demonstrated the massive utility of extracting events in structured formats from large volumes of textual data in the…
Trade-offs between Group Fairness Metrics in Societal Resource Allocation
Tasfia Mashiat, Xavier Gitiaux, Huzefa Rangwala +2
We consider social resource allocations that deliver an array of scarce supports to a diverse population. Such allocations pervade social service delivery, such as provision of hom…