no code implementations • 20 May 2022 • Pratik Gajane, Akrati Saxena, Maryam Tavakol, George Fletcher, Mykola Pechenizkiy
In this article, we provide an extensive overview of fairness approaches that have been implemented via a reinforcement learning (RL) framework.
1 code implementation • 21 Sep 2022 • Ricky Fajri, Akrati Saxena, Yulong Pei, Mykola Pechenizkiy
Active Learning (AL) techniques have proven to be highly effective in reducing data labeling costs across a range of machine learning tasks.
no code implementations • 21 Dec 2022 • Soumita Das, Anupam Biswas, Akrati Saxena
In this paper, we have introduced a novel method called \emph{Disjoint Community detection using Cascades (DCC)} which demonstrates the effectiveness of a new local density based tie strength measure on detecting communities.
no code implementations • 12 Oct 2023 • Zirui Liang, Yuntao Li, Tianjin Huang, Akrati Saxena, Yulong Pei, Mykola Pechenizkiy
This leads to suboptimal performance of standard GNNs on imbalanced graphs.