Journal of Information Technology
Vol 13 No 02 (2025): J-Intech : Journal of Information and Technology

Tinjauan Konseptual Integratif Ontologi Pembelajaran Federasi: Rekonseptualisasi Model Global sebagai Kecerdasan Terdistribusi

Adnan Zulkarnain (Malang State University, Indonesia)
Syaad Patmanthara (Malang State University, Indonesia)



Article Info

Publish Date
19 Dec 2025

Abstract

Federated Learning (FL) is widely recognized as a privacy-preserving architecture, yet the ontological status of the "global model" within this distributed system remains under-theorized. This study challenges the purely technical view by reinterpreting FL as an ontological regime of distributed intelligence, where the model exists as a causally effective informational entity. By synthesizing Informational Realism and Actor-Network Theory into a unified Ontological Mediation Framework (OMF), we argue that the global model acquires reality through continuous mediation among algorithms, local data, and institutional actors. To contextualize this framework, the study examines the Federated Tumor Segmentation (FeTS) Initiative, illustrating how a non-local model exerts tangible causal influence within a real-world medical consortium. Furthermore, the paper proposes two normative instruments, specifically the Ontological Impact Assessment (OIA) and the Ontological Audit Framework (OAF), to translate these philosophical insights into practical governance mechanisms for transparency and accountability. This research contributes to the foundations of Responsible AI by positioning Federated Learning not merely as a computational tool, but as a socio-technical process where existence, knowledge, and ethics are intrinsically linked.

Copyrights © 2025






Journal Info

Abbrev

J-INTECH

Publisher

Subject

Computer Science & IT

Description

Journal of Information and Technology is a journal published by Bhinneka Nusantara University, Malang. The scope of this journal includes IT Governance, IS Strategic Planning, IS Theory and Practices, Management Information System, IT Project Management, Distance Learning, E-Government, Information ...