An Assure AI Bot (AAAI bot)

N. Tellez, J. Serra, U. Ebreso, K. Opara, Y. Kumar, J. J. Li, P. Morreale

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

4 Scopus citations

Abstract

Artificial Intelligence (AI) bots receive much attention and usage in industry manufacturing and even store cashier applications. Our research is to train AI bots to be software engineering assistants, specifically to detect biases and errors inside AI software applications. An example application is an AI machine learning system that sorts and classifies people according to various attributes, such as the algorithms involved in criminal sentencing, hiring, and admission practices. Biases, unfair decisions, and flaws in terms of the diversity, equity, and inclusion (DEI), in such systems could have severe consequences. As a Hispanic-Serving Institution, we are concerned about underrepresented groups and devoted an extended amount of our time to implementing 'An Assure AI' (AAAI) Bot to detect biases and errors in AI applications. Our state-of-the-art AI Bot was developed based on our previous accumulated research in AI and Deep Learning (DL). The key differentiator is that we are taking a unique approach: instead of cleaning the input data, filtering it out and minimizing its biases, we trained our deep Neural Networks (NN) to detect and mitigate biases of existing AI models. The backend of our bot uses the Detection Transformer (DETR) framework, developed by Facebook, to monitor and detect the deep learning model's internal biases.

Original languageEnglish
Title of host publication2022 International Symposium on Networks, Computers and Communications, ISNCC 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665485449
DOIs
StatePublished - 2022
Event2022 International Symposium on Networks, Computers and Communications, ISNCC 2022 - Shenzhen, China
Duration: 19 Jul 202221 Jul 2022

Publication series

Name2022 International Symposium on Networks, Computers and Communications, ISNCC 2022

Conference

Conference2022 International Symposium on Networks, Computers and Communications, ISNCC 2022
Country/TerritoryChina
CityShenzhen
Period19/07/2221/07/22

Keywords

  • AI bots
  • An Assure AI Bot (AAAI bot)
  • Bias Detection
  • Bias Mitigation
  • Bots
  • Deep Learning (DL)
  • Detection Transformer (DETR)

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