M.Imadad Ali

A Decoherence Minimization Theorem using the Lindblad Master Equation with Reinforcement Learning–based Quantum Control

Quantum decoherence resulting from environmental interaction is still a key issue that prevents viable quantum computing systems. However, existing classical quantum control techniques in most cases depend on deterministic optimization approaches and often show limited flexibility under changing, noisy conditions. In o...

Auditable Explainable Threat Intelligence for IoT Networks using Interpretable Machine Learning and Blockchain

XTrust-LM: An Explanation-Guided Reliability Assessment Framework for Multilingual Retrieval-Augmented Language Models

Retrieval-Augmented Generation (RAG) can help augment Large Language Models (LLMs) with knowledge of the external context when generating and beyond response. But old-line RAG systems are limited in their response reliability, evidence consistency, explainability, and multilingual performance with significant user trus...

Autonomous Digital Twin Framework for Predictive Cyber Defense in Edge-IoT Networks