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A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.

Pages

CuTe Layouts

Published:

Notes on CuTe Layouts in NVIDIA cutlass documentations.

Linear Layouts in Triton

Published:

Notes on linear layouts in Triton and its conversion with various traditional layout types.

Posts

Linear Layouts in Triton

less than 1 minute read

Published:

Notes on linear layouts in Triton and its conversion with various traditional layout types.

Random Notes

3 minute read

Published:

A personal memo containing various random notes and thoughts.

UROP Working Notes

less than 1 minute read

Published:

My own notes and questions on the UROP project.

portfolio

publications

A Foundation Model for Non-Destructive Defect Identification from Vibrational Spectra

Published in arXiv, 2025

Defects are ubiquitous in solids and strongly influence materials’ mechanical and functional properties. However, non-destructive characterization and quantification of defects, especially when multiple types coexist, remain a long-standing challenge. Here we introduce DefectNet, a foundation machine learning model that predicts the chemical identity and concentration of substitutional point defects with multiple coexisting elements directly from vibrational spectra, specifically phonon density-of-states (PDoS). Trained on over 16,000 simulated spectra from 2,000 semiconductors, DefectNet employs a tailored attention mechanism to identify up to six distinct defect elements at concentrations ranging from 0.2% to 25%. The model generalizes well to unseen crystals across 56 elements and can be fine-tuned on experimental data. Validation using inelastic scattering measurements of SiGe alloys and MgB2 superconductor demonstrates its accuracy and transferability. Our work establishes vibrational spectroscopy as a viable, non-destructive probe for point defect quantification in bulk materials, and highlights the promise of foundation models in data-driven defect engineering.

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talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.