A Distributed Knowledge Distillation Framework for Financial Fraud Detection Based on Transformer
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Access"
DOI: 10.1109/access.2024.3387841
Abstract: Financial fraud cases causing serious damage to the interests of investors are not uncommon. As a result, a wide range of intelligent detection techniques are put forth to support financial institutions’ decision-making. Currently, existing methods… read more here.
Keywords: detection; financial fraud; distributed knowledge; knowledge distillation ... See more keywords
Accommodating Multiple Tasks’ Disparities With Distributed Knowledge-Sharing Mechanism
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2020.3002911
Abstract: Deep multitask learning (MTL) shares beneficial knowledge across participating tasks, alleviating the impacts of extreme learning conditions on their performances such as the data scarcity problem. In practice, participators stemming from different domain sources often… read more here.
Keywords: accommodating multiple; tasks disparities; knowledge sharing; knowledge ... See more keywords