Algorithmic Fairness: A Tolerance Perspective

R Luo, T Tang, F **a, J Liu, C Xu, LY Zhang… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Recent advancements in machine learning and deep learning have brought algorithmic
fairness into sharp focus, illuminating concerns over discriminatory decision making that …

Properties of group fairness measures for rankings

T Schumacher, M Lutz, S Sikdar… - ACM Transactions on …, 2025‏ - dl.acm.org
In recent years, several measures have been developed for evaluating group fairness of
rankings. Given that these measures were developed with different application contexts and …

Unraveling privacy risks of individual fairness in graph neural networks

H Zhang, X Yuan, S Pan - 2024 IEEE 40th International …, 2024‏ - ieeexplore.ieee.org
Graph neural networks (GNNs) have gained significant attraction due to their expansive real-
world applications. To build trustworthy GNNs, two aspects-fairness and privacy-have …

Fair Top-k Query on Alpha-Fairness

H Liu, RCW Wong, Z Zhang, M **e… - 2024 IEEE 40th …, 2024‏ - ieeexplore.ieee.org
The traditional top-k query was proposed to obtain a small subset from the database
according to the user preference, which is explicitly expressed as a ranking scheme (ie …

Evaluation of IR Systems

N Ferro, M Maistro - Information Retrieval: Advanced Topics and …, 2024‏ - dl.acm.org
4.1 Information retrieval (IR) system performance can be evaluated from two different
standpoints: efficiency and effectiveness. Efficiency is concerned with the algorithmic costs …

[PDF][PDF] Dissatisfaction Induced by Pairwise Swaps.

A Fabris, G Silvello, GA Susto, AJ Biega - IIR, 2023‏ - ceur-ws.org
Fairness is increasingly recognized as an important property of information access systems.
Pairwise fairness is a measure of equity in ranking whose normative grounding has not …

Algorithmic Fairness Datasets: Curation, Selection, and Applications

A Fabris - 2023‏ - tesidottorato.depositolegale.it
This thesis supports measurements of algorithmic fairness from a data-centric perspective.
First, we tackle the problem of dataset selection, highlighting misguided practices prevalent …

[PDF][PDF] A Search Engine for Algorithmic Fairness Datasets.

A Fabris, F Giachelle, A Piva, G Silvello, GA Susto - EWAF, 2023‏ - ceur-ws.org
Algorithmic equity is a key desideratum for systems embedded in a diverse society
producing data with embedded patterns of discrimination. This data is leveraged in …