3 papers
cs.LG2026
A Novel Approach to Explainable AI with Quantized Active Ingredients in Decision Making
A. M. A. S. D. Alagiyawanna, Asoka Karunananda, Thushari Silva +1
Artificial Intelligence (AI) systems have shown good success at classifying. However, the lack of explainability is a true and significant challenge, especially in high-stakes doma…
cs.LG2026
Enhancing Small Dataset Classification Using Projected Quantum Kernels with Convolutional Neural Networks
A. M. A. S. D. Alagiyawanna, Asoka Karunananda, A. Mahasinghe +1
Convolutional Neural Networks (CNNs) have shown promising results in efficiency and accuracy in image classification. However, their efficacy often relies on large, labeled dataset…
cs.MA2025
VizGen: Data Exploration and Visualization from Natural Language via a Multi-Agent AI Architecture
Sandaru Fernando, Imasha Jayarathne, Sithumini Abeysekara +3
Data visualization is essential for interpreting complex datasets, yet traditional tools often require technical expertise, limiting accessibility. VizGen is an AI-assisted graph g…