Technical Articles
2026
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Designing the Next Generation of mRNA TherapeuticsJun 2026A 20-minute walkthrough of our recent preprint, “mRNAutilus: Multi-Objective-Guided Discrete Generation of mRNA with Optimized Therapeutic Properties” -
Schrödinger Bridges: A Unifying Lens for Generative ModelingApr 2026A 30-minute summary of the key concepts covered in my book titled “Foundations of Schrödinger Bridges for Generative Modeling”
2025
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Unlocking the Future of Peptide-Based Precision MedicineJan 2025A 15-minute summary of our paper, "PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion"
2024
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A Complete Guide to Protein FoldingOct 2024A 3-hour breakdown of the three-track RoseTTAFold protein prediction model that leverages multi-modal deep learning architectures to transform single sequences into dynamic 3D structures. -
A Complete Guide to Spherical Equivariant Graph TransformersAug 2024(released on arXiv) A self-contained guide (99 pages, 46 figures) of the theory behind spherical equivariant graph neural networks (EGNNs) for geometric deep learning. -
MolTrans: Transformers for Drug-Target Interaction PredictionJul 2024Comprehensive, visual breakdown of the MolTrans model and Transformer encoders for drug-target interaction (DTI) prediction.