Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Exploring the Opportunities of AI Integral with DL and ML Models in Financial and Accounting Systems Subject The topic of the resource accounting; case studies; empirical analysis; ethical considerations; Explainable AI; financial decisionmaking; interpretability; regulatory compliance; transparency; XAI techniques Description An account of the resource With the integration of artificial intelligence (AI), today's fast financial landscape increasingly promises the most efficient and accurate processes for decision-making in accounting practices. On the other hand, the opacity of models represents a truly difficult challenge, given that transparency and accountability are key for using AI in making financial decisions. This is a research paper that focuses on the explanation of an XAI model application as a way of improving transparency in financial decision-making within the accounting field. The paper begins by outlining how transparency is important and opens the room for trust and understanding in the process of financial decision-making. Traditional black-box AI models, although able to provide remarkable predictions, usually exhibit low interpretability; this entails that stakeholders may have a small degree of understanding regarding the rationale behind the decisions. This provides a cloudy appearance not to hamper trust and supports compliance with regulatory standards like GAAP (Generally Accepted Accounting Principles) and IFRS (International Financial Reporting Standards). The proposed work applies to the accounting domain and brings about some of the different XAI techniques that are designed under this domain. The following techniques aim at demystifying the AI algorithms for effective AI stakeholders' understanding of the model predictions and underlying decision-making processes. 2024 IEEE. Creator An entity primarily responsible for making the resource Mishra R.K.; Srivastava S.; Singh S.; Upadhyay M.K. Source A related resource from which the described resource is derived 2024 4th International Conference on Advance Computing and Innovative Technologies in Engineering, ICACITE 2024, pp. 999-1003. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICACITE60783.2024.10616847" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICACITE60783.2024.10616847</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85201811077&amp;doi=10.1109%2FICACITE60783.2024.10616847&amp;partnerID=40&amp;md5=b08cfd72a7ae7de7adb7fbe1717062b2" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85201811077&amp;doi=10.1109%2fICACITE60783.2024.10616847&amp;partnerID=40&amp;md5=b08cfd72a7ae7de7adb7fbe1717062b2</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835036016-5 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Mishra R.K., Christ University, Bengaluru, India; Srivastava S., Christ University, Bengaluru, India; Singh S., Christ University, Bengaluru, India; Upadhyay M.K., St. Xavier's College of Management &amp; Technology, Patna, India