Date of Award

Spring 5-2-2025

Document Type

Thesis

Degree Name

Master of Arts (MA)

Department

Computer Science

First Advisor

Anita Raja

Second Advisor

Felisa Vazquez-Abad

Academic Program Adviser

Subash Shankar

Abstract

This research presents MARCO—a cognitive framework for Intelligent User Interfaces that uses meta-reasoning for context-aware adaptation across diverse tasks. It integrates multiple reasoning modules coordinated by a Meta-Cognitive Unit that selects strategies based on evolving demands. Evaluations show MARCO outperforms baselines in reasoning accuracy and computational efficiency.

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