Vol. 1 No. 2 (2026): Journal of Engineering Systems and Digital Innovation

Published: 2026-03-01

Articles

Cross-Modal Generative Models for Remote Sensing Image Enhancement and Earth Observation Applications

Roy A. Freeman, Anirudh Jha, Meateo Woods, Bastian Blverez
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Cross-Lingual Sentiment Classification with Attention-Based Multilingual Language Models

George Weve, Enzo Salonen, Jianjing Cui
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Contextual Emotion Detection in Mental Health Support Conversations Using Large Language Models

Florian Butler, Rajesh Gaxena
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Parameter-Efficient Fine-Tuning for Multilingual Natural Language Understanding

Isaac J. Carr, Geurav Sainha, Hego Lawrence
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Context-Aware Multimodal Recommendation Framework for Personalized Healthcare Information Retrieval Using Large Language Models

Isaac C. Andrews, Ranjemin Lawrence, Kiran A. Batra, Arthur Baker
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Adaptive E-Commerce Search Optimization Using Large Language Models and Dynamic User Interest Memory Networks

Nicolas Remos, Arjun C. Tripathi, Rainer Fox
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Computational Social Science Approach to Online Community Dynamics: Discovering Collective Identity Formation through Language Models

Henrik Powell, Terry L. Becker, Surieaj Krishnean
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Energy-Efficient LLM Inference for Real-Time Edge Intelligence Applications

Zachary Perkins
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Reinforcement Learning-Based Code Generation and Program Repair with Language Models

Fernando M. Ryan, Longzhu Yan
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Fine-Grained Opinion Mining for E-Commerce Reviews with Hierarchical Attention Mechanisms

Dean Bllean, Scott Jarvinen, Faliex Becker
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Emotion Recognition in Conversational AI Using Context-Aware Transformer Networks

Dylan L. Franklin
- PDF
Curriculum Learning for Robust Reasoning in Small-Scale Transformer Models

Zhenjin Wan, Joel Salonen, Mason Reiy
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Behavioral Biases in Football Lottery Decision-Making: An Integrated Prospect Theory and Machine Learning Approach

Finn Erickson, Devidor J. Carpenter
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Sentiment-Aware Stock Market Prediction Using Financial Text and Temporal Deep Learning

Claudio Perkins
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Trustworthy Reasoning and Hallucination Mitigation in Large Language Models

Maurice D. Thornton, Cody Stanley, Bjorn Welch
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Hardware-Aware Optimization of Vision-Language Models for Resource-Constrained Autonomous Vehicles

Albert Cearponter, Uday J. Reddy, Aarav A. Ghosh
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Explainable Artificial Intelligence for Social Media Sentiment Mining: Integrating Transformer-Based Attention and Human-Centric Interpretation

Giorgio Marsh, Mukesh C. Basu, Karan Seaingh
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Robust Sentiment Classification Under Noisy, Informal, and Adversarial Text Conditions

Xinjiao Sheng
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Multilingual Hate Speech Detection Through Sentiment and Semantic Representation Fusion

Warren Cox, Vishal R. Basu
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Deep Learning-Based Spatiotemporal Modeling of Bicycle Crash Risk Using Mobile Sensing and Urban Built Environment Data

Yuzhuang Tang, Rishi L. Nair, Traver Schmidt
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Human–Computer Interaction Optimization through LLM-Based Cognitive Modeling and Personalized Dialogue Memory

Blake A. Ortiz, Olivier Robles
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Multimodal Large Language Models for Understanding Human Self-Concept Evolution in Digital Social Environments

Milos J. Baker, Casper J. Kennedy
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Operando Electronic Structure Engineering of Zhang–Rice Singlet Catalysts for Simultaneous Water Oxidation and Volatile Organic Compound Mitigation in Urban Transportation Microenvironments

Pengjin Ling, Lintian Shi, Xevier D. Cook
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Intelligent Enterprise Knowledge Management via Domain-Specific Retrieval-Augmented Generation and User-Centric Query Understanding

Tejas L. Mistry, Zhonglin Tian
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Multimodal Emotion Understanding with Vision-Language Models: A Cross-Modal Attention Framework for Sentiment Analysis

Leo L. Hayes, Zixan Heng, Tejas Saini
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Personalized Healthcare Recommendation via LLM-Based Patient Memory Modeling and Medical Query Understanding

Dend Oliavoer, Neeriaj Mathiur
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Reinforcement Learning and Vision-Language Models for Intelligent Clinical Report Generation and Medical Image Understanding

Sawyer Woods, Tejeas A. Senght, Leonard Hamilton
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Physics-Informed Large Language Models for Predictive Maintenance and Fault Diagnosis of Renewable Energy Systems

Pengjin Luo, Zhencheng Cui, Bastian J. Anderson
- PDF
Privacy-Preserving On-Device Generative AI for Personalized Healthcare Image Synthesis

Matteo Makinen, Alessandro J. Allen, Habsen Beyint
- PDF
Temporal Sentiment Dynamics Modeling in Online Communities: A Deep Learning Approach with Adaptive Attention Mechanisms

Gaurav D. Batra, Stefano Virtanen, Casper D. Evans, Hector L. Simmons
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Spatiotemporal Dynamics of Residential VOC Emissions and Their Contribution to Indoor–Outdoor Air Pollution Coupling and Urban Atmospheric Chemistry

Dennis Hughes, Mason C. Edwards
- PDF

Vol. 1 No. 2 (2026): Journal of Engineering Systems and Digital Innovation

Articles

Cross-Modal Generative Models for Remote Sensing Image Enhancement and Earth Observation Applications

Cross-Lingual Sentiment Classification with Attention-Based Multilingual Language Models

Contextual Emotion Detection in Mental Health Support Conversations Using Large Language Models

Parameter-Efficient Fine-Tuning for Multilingual Natural Language Understanding

Context-Aware Multimodal Recommendation Framework for Personalized Healthcare Information Retrieval Using Large Language Models

Adaptive E-Commerce Search Optimization Using Large Language Models and Dynamic User Interest Memory Networks

Computational Social Science Approach to Online Community Dynamics: Discovering Collective Identity Formation through Language Models

Energy-Efficient LLM Inference for Real-Time Edge Intelligence Applications

Reinforcement Learning-Based Code Generation and Program Repair with Language Models

Fine-Grained Opinion Mining for E-Commerce Reviews with Hierarchical Attention Mechanisms

Emotion Recognition in Conversational AI Using Context-Aware Transformer Networks

Curriculum Learning for Robust Reasoning in Small-Scale Transformer Models

Behavioral Biases in Football Lottery Decision-Making: An Integrated Prospect Theory and Machine Learning Approach

Sentiment-Aware Stock Market Prediction Using Financial Text and Temporal Deep Learning

Trustworthy Reasoning and Hallucination Mitigation in Large Language Models

Hardware-Aware Optimization of Vision-Language Models for Resource-Constrained Autonomous Vehicles

Explainable Artificial Intelligence for Social Media Sentiment Mining: Integrating Transformer-Based Attention and Human-Centric Interpretation

Robust Sentiment Classification Under Noisy, Informal, and Adversarial Text Conditions

Multilingual Hate Speech Detection Through Sentiment and Semantic Representation Fusion

Deep Learning-Based Spatiotemporal Modeling of Bicycle Crash Risk Using Mobile Sensing and Urban Built Environment Data

Human–Computer Interaction Optimization through LLM-Based Cognitive Modeling and Personalized Dialogue Memory

Multimodal Large Language Models for Understanding Human Self-Concept Evolution in Digital Social Environments

Operando Electronic Structure Engineering of Zhang–Rice Singlet Catalysts for Simultaneous Water Oxidation and Volatile Organic Compound Mitigation in Urban Transportation Microenvironments

Intelligent Enterprise Knowledge Management via Domain-Specific Retrieval-Augmented Generation and User-Centric Query Understanding

Multimodal Emotion Understanding with Vision-Language Models: A Cross-Modal Attention Framework for Sentiment Analysis

Personalized Healthcare Recommendation via LLM-Based Patient Memory Modeling and Medical Query Understanding

Reinforcement Learning and Vision-Language Models for Intelligent Clinical Report Generation and Medical Image Understanding

Physics-Informed Large Language Models for Predictive Maintenance and Fault Diagnosis of Renewable Energy Systems

Privacy-Preserving On-Device Generative AI for Personalized Healthcare Image Synthesis

Temporal Sentiment Dynamics Modeling in Online Communities: A Deep Learning Approach with Adaptive Attention Mechanisms

Spatiotemporal Dynamics of Residential VOC Emissions and Their Contribution to Indoor–Outdoor Air Pollution Coupling and Urban Atmospheric Chemistry

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