Current Issue

Deep Reinforcement Learning for Autonomous Vehicle Control

Authors: Dr. Emma Thompson, Prof. James Liu, Dr. Maria Santos

This paper presents a novel approach to autonomous vehicle control using deep reinforcement learning algorithms. Our method demonstrates significant improvements in safety and efficiency compared to traditional rule-based systems.

Computer Vision Reinforcement Learning Autonomous Vehicles

January 15, 2025 Pages 1-18 DOI: 10.1000/jair.2025.001

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Explainable AI in Healthcare Diagnosis Systems

Authors: Dr. Raj Patel, Dr. Lisa Zhang, Prof. Ahmed Hassan

We propose a framework for creating interpretable machine learning models in medical diagnosis, ensuring transparency and trust in AI-assisted healthcare decisions.

Healthcare AI Explainable AI Medical Diagnosis

January 12, 2025 Pages 19-35 DOI: 10.1000/jair.2025.002

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Federated Learning with Differential Privacy

Authors: Prof. Yuki Tanaka, Dr. Sophie Martin, Dr. Carlos Mendez

This research explores the integration of differential privacy techniques in federated learning systems to ensure data protection while maintaining model accuracy.

Privacy Federated Learning Differential Privacy

January 10, 2025 Pages 36-52 DOI: 10.1000/jair.2025.003

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Novel Graph Neural Networks for Social Network Analysis

Authors: Dr. Jennifer Kim, Prof. Roberto Silva, Dr. Alexander Petrov

We introduce a new class of graph neural networks specifically designed for large-scale social network analysis, achieving state-of-the-art performance in community detection and influence prediction.

Graph Neural Networks Social Networks Community Detection

January 8, 2025 Pages 53-71 DOI: 10.1000/jair.2025.004

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Multimodal Transformer Architectures for Video Understanding

Authors: Dr. Chen Wei, Prof. Sarah Johnson, Dr. Michael Brown

This work presents novel multimodal transformer architectures that effectively combine visual, audio, and textual information for comprehensive video understanding tasks.

Multimodal Learning Video Analysis Transformers

January 5, 2025 Pages 72-89 DOI: 10.1000/jair.2025.005

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Volume:	15
Issue:	3
Year:	2025
Articles:	5
Pages:	1-89
Published:	January 2025

Research Articles (5)

Deep Reinforcement Learning for Autonomous Vehicle Control

Explainable AI in Healthcare Diagnosis Systems

Federated Learning with Differential Privacy

Novel Graph Neural Networks for Social Network Analysis

Multimodal Transformer Architectures for Video Understanding

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