Areas of Success for AI
Description
The Third Annual AI Workshop at Embry-Riddle Aeronautical University, ERAI 2025, took place in Prescott, AZ, USA, during August 15-16, 2025.
The 15 papers presented were carefully reviewed and selected for inclusion in the proceedings book. They deal with special topics in AI, focusing on AI and cybersecurity; combinatorics and AI; aerospace AI; methodology and empirics; and healthcare AI.
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Content
.- Local Agentic Retrieval Augmented Generation: A Comparative Study of OpenAI and Meta LLMs: Local Agentic Retrieval Augmented Generation.
.- AI-Driven Exploration of Bayesian Posteriors in LD50 Estimation: Insights from Environmental Dose-Response Data.
.- Scale Invariance Principle in Statistical Learning.
.- A Comparison of Artificial Intelligence and Statistical Models for Identifying Mixtures in Contaminant Data.
.- Multi-Level Graph Fusion for Intelligent Document Merging: Integrating FPT Algorithms with Large Language Models: Merge2Docs.
.- ML approach to student pilot training with PSTLE.
.- Aspect-Based Sentiment Analysis with Clustering Using DistilBERT.
.- Leveraging Blockchain for Decentralized Training and Inference of Large Language Models.
.- Developmental Framework for an LLM Enabled Aircraft Log Anomaly Detection for Identification of Security Events in an IP Environment.
.- Dual Multi-Agent System Architecture for Resilient UAV Swarm Operations in Contested Environments.
.- Fast Charging Technique for Electric Vehicles using Artificial Intelligence.
.- Evaluation of GBDTs in APT identification tasks within ICS Networks.
.- Ethical AI in Aerospace: Decision-Making in High-Risk, High-Reward Environments.
.- A Novel LLM-Assisted Educational Framework for SQL Language Learning.
.- Enhancing Security and Privacy in Web Applications: A Focus on Children's Data and Health Information.