Scholarly Record
Publications
Papers and manuscripts, organised by the research programmes they support.
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Principal Directions
Core Research
Work aligned with the research programmes I intend to develop over the longer term.
Structured & Interpretable Learning
Algebraic structure, expressivity, and exact attribution in neural models.
A Polynomial Architecture-Attribution Co-Design Framework for Exact Aumann-Shapley Attribution in GNNs
Under ReviewFSX: Message Flow Sensitivity Enhanced Structural Explainer for Graph Neural Networks
Revision PlannedGraph Neural Network Interpretability
Coming SoonAlternative Learning Architectures
In ProgressExploring Kolmogorov-Arnold Networks for Realistic Image Sharpness Assessment
Quantum Compilation
Architecture-aware compilation across emerging and error-corrected quantum systems.
Architecture-Aware Quantum Compilation · I
Under ReviewArchitecture-Aware Quantum Compilation · II
Under ReviewError-Correction-Aware Quantum Compilation
Coming SoonBroader Practice
Additional Scholarly Work
Exploratory and collaborative work beyond my principal research directions.