Kailash Chandra Kandpal

Hypothesis-level reference argumentation network for case-based clinical reasoning in medical AI

Deep learning systems have achieved remarkable success in medical image analysis; however, most explainable artificial intelligence (XAI) methods remain descriptive, providing post-hoc explanations without actively validating diagnostic decisions. While concept-based and retrieval-based approaches improve interpretabil...