Publications

Conference 2026 Intelligent Transport Systems Featured

Evaluating Centralised and Federated Learning YOLOv8-Based Object Detection for Intelligent Transportation Systems

Chijiuka Fortune Akuma

CI²A 2026 — Akal University, Punjab, India

Comparative evaluation of centralised and federated YOLOv8 object detection for ITS, analysing performance, accuracy, and privacy trade-offs.

YOLOv8 centralised vs federated ITS evaluation object detection

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Conference 2026 Intelligent Transport Systems Featured

Initialisation Strategies and Convergence Behaviour in Federated YOLOv8-Based Object Detection for Intelligent Transportation Systems

Chijiuka Fortune Akuma

CI²A 2026 — Akal University, Punjab, India

Investigates initialisation strategies and convergence behaviour in federated YOLOv8 training for ITS, identifying optimal distributed learning configurations.

YOLOv8 federated learning ITS object detection convergence

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Conference 2025 Health Informatics

A Comprehensive Review of Predicting Vaccine Side Effects with AI

Chijiuka Fortune Akuma

ICRITO 2025 — Amity University, Noida, India

Reviews AI methods for predicting vaccine side effects, analysing datasets, model architectures, and clinical implications for public health decision-making.

vaccine side effects AI prediction machine learning public health

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Conference 2025 Artificial Intelligence

AI Agents: A Comprehensive Review of Evolution, Architectures, Applications, and Future Directions

Chijiuka Fortune Akuma

ICRITO 2025 — Amity University, Noida, India

Comprehensive review of AI agent evolution from reactive systems to autonomous multi-agent frameworks, covering architectures, applications, and future research directions.

AI agents multi-agent systems autonomous AI architectures LLMs

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