Call for Papers:Vol.12 Issue.3

Submission
Last date		 28-Jun-2026
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-12,Issue-3. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS
PaperId: :  23303
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-23303
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
P. Narendra BabuLakireddy Bali Reddy College of Engineering
K. Likhitha Suma VenkatLakireddy Bali Reddy College of Engineering
T. PraveenaLakireddy Bali Reddy College of Engineering
G. Pradeep KumarLakireddy Bali Reddy College of Engineering

Abstract

Computer Engineering
Federated Learning, LSTM , Authentication, Secure data transmission
The surge in machine learning necessitates novel techniques that prioritize data privacy and decentralized training. Federated learning (FL) emerges as a promising solution in this domain. This research explores the potential of FL, particularly focusing on Long Short-Term Memory (LSTM) networks for next-word prediction in a Homogeneous FL setting. We propose a secure FL architecture involving three client devices and a central server, each contributing to the learning process. To ensure data security, a robust two-factor authentication framework is implemented for all participating clients. This framework merges mobile One-Time Passwords (OTPs) with traditional username/password credentials, bolstering security against unauthorized access and data breaches. Within the FL setup, client devices independently train the LSTM model on their local datasets. Subsequently, the server aggregates these local models into a global model, which is then distributed back to the clients for further training iterations. This cyclical process continues until the desired level of prediction accuracy is achieved. Furthermore, this research delves into the impact of the proposed secure FL setup on the performance of the LSTM-based next-word prediction model. We analyze the influence of secure data transmission and robust authentication on the learning outcomes, comparing model performance across different scenarios. This investigation sheds light on the trade-offs between security and performance in FL for next-word prediction tasks. Additionally, this study explores how the LSTM-based next-word prediction model performs in relation to the suggested secure FL setup. We examine how reliable authentication and secure data transmission affect learning outcomes by contrasting model performance in various contexts. The trade-offs between security and performance in FL for next-word prediction tasks are clarified by this work.

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. "FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 3826-3831
MLA P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. "FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 3826-3831.
APA P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, & G. Pradeep Kumar. (2024). FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 3826-3831.
Chicago P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. "FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 3826-3831.
Oxford P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. 'FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 3826-3831. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/FEDERATED_LEARNING_FOR_NEXT_WORD_PREDICTION__A_DISTRIBUTED_APPROACH_FOR_IMPROVED_LANGUAGE_MODELS_ijariie23303.pdf (Accessed : 18 October 2025).
Harvard P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. (2024) 'FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 3826-3831IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/FEDERATED_LEARNING_FOR_NEXT_WORD_PREDICTION__A_DISTRIBUTED_APPROACH_FOR_IMPROVED_LANGUAGE_MODELS_ijariie23303.pdf (Accessed : 18 October 2025)
IEEE P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar, "FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 3826-3831, Mar-App 2024. [Online]. Available: http://ijariie.com/AdminUploadPdf/FEDERATED_LEARNING_FOR_NEXT_WORD_PREDICTION__A_DISTRIBUTED_APPROACH_FOR_IMPROVED_LANGUAGE_MODELS_ijariie23303.pdf [Accessed : 18 October 2025].
Turabian P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. "FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 (18 October 2025).
Vancouver P. Narendra Babu, K. Likhitha Suma Venkat, T. Praveena, and G. Pradeep Kumar. FEDERATED LEARNING FOR NEXT-WORD PREDICTION: A DISTRIBUTED APPROACH FOR IMPROVED LANGUAGE MODELS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 18 October 2025]; 10(2) : 3826-3831. Available from: http://ijariie.com/AdminUploadPdf/FEDERATED_LEARNING_FOR_NEXT_WORD_PREDICTION__A_DISTRIBUTED_APPROACH_FOR_IMPROVED_LANGUAGE_MODELS_ijariie23303.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads


Last download on 10/18/2025 9:29:50 AM

Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
POLICY GUARDIAN: A HYBRID TWO-TIER AI FRAMEWORK FOR AUTOMATED LEGAL DOCUMENT DISCOVERY, RISK CLASSIFICATION, AND SEMANTIC SIMPLIFICATIONComputer Science & EngineeringAshik James Download
Review Paper on Transformer-based Generative Adversarial Network (GAN) hybrid modelComputer EngineeringPalak Yadav Download
A BLOCKCHAIN-ENABLED INTELLIGENT FRAMEWORK FOR SECURE AND TRANSPARENT ELECTRONIC VOTINGComputer EngineeringPAMU NAGARJUNA Download
Generating Text Conditioned 3D Human MotionComputer Science and EngineeringShilna Koyileriyan Download
Automated Seat Belt Detection Using Surveillance Cameras for Indian TrafficComputer EngineeringRENUKA T R Download
LITERATURE REVIEW OF PREDICTING DISEASE GENE ASSOCIATION Computer EngineeringNihala K P Download
WORD-LEVEL BLUR FOR REAL-TIME SCREEN ABUSE DETECTION: IMPLEMENTATION AND EVALUATIONcomputer Engineeringsohel sayyad Download
Heart Attack Risk Prediction Using Retinal Eye ImagesMachine LearningPrasanthi Siri Kuruma Download
Real Time Zero Knowledge Privacy & Ai Security for currency Transaction Using EthereumComputer EngineeringPANTHULA SAI MURALI Download
JANMITRA - AI POWERED PLATFORM BRIDGING SOCIETIES WITH NGO'S AND ORGANIZATIONScomputer engineeringUMESH AAGDE Download
Improvising Personalized Travel Recommendation System with Recency Effectscomputer science engineeringMrs. Fathima Zahera Download
Ensemble Models and Explainable AI for Malware DetectionComputer Science M Vandana Download
Smart E-Healthcare SystemComputer EngineeringVattikoti Sai Download
SURVEY ON RETAIL INSIGHT GENERATOR: VISION AI FOR CUSTOMER ANALYTICS AND HEATMAPSComputer EngineeringAmalkrishna K B Download
SMART COLLEGE SECURITY:AI-POWERED IDCARD VIOLATION AND FACE RECOGNITIONSYSTEMComputer science Athira Thomas Download
12