Questions · Works · Notes
Research
Research lines organised by their questions, with selected papers and notes shown in context.
☙ ❖ ❧
I · Algebraic Models
Polynomial Networks
A programme for neural architectures whose algebraic structure is explicit enough to study, control, and reuse.
TaylorKAN · Polynomial architectures · Exact attribution
Selected Work
Paper
Exploring Kolmogorov-Arnold Networks for Realistic Image Sharpness Assessment
Paper
A Polynomial Architecture-Attribution Co-Design Framework for Exact Aumann-Shapley Attribution in GNNs
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Research Direction
Alternative Learning Architectures
II · Physical Computation
Quantum Compilation
A programme on translating quantum algorithms into executable structures under the geometry, motion, and control constraints of physical hardware.
Silicon crossbars · QCCD ion traps · Neutral atoms
Selected Work
Paper
Architecture-Aware Quantum Compilation · I
Paper
Architecture-Aware Quantum Compilation · II
Research Note
A TCS View of Quantum Compilation
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Research Direction
Error-Correction-Aware Quantum Compilation
III · Structured Learning
Graph Learning & Interpretability
A programme for explanations that respect graph structure, message-passing dynamics, and attribution principles.
Message flows · Cooperative games · Exact attribution
Selected Work
Paper
FSX: Message Flow Sensitivity Enhanced Structural Explainer for Graph Neural Networks
Paper
A Polynomial Architecture-Attribution Co-Design Framework for Exact Aumann-Shapley Attribution in GNNs
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Research Direction