Sophia Tang

Email: sophtang [at] seas.upenn.edu
Hi! I am a second-year undergraduate student at the University of Pennsylvania pursuing a dual degree in computer science and business in the Jerome Fisher Program in Management & Technology.
I conduct research at the Chatterjee Lab, developing theoretical ML frameworks for biological discovery, and at the Mitchell Lab, designing lipid nanoparticle (LNP)-based delivery vehicles to transport mRNA across the blood-brain barrier. Working across two labs has enabled me to gain experience in both the computational and wet-lab side of bioengineering research, which you can explore on my publications page.
One of my favourite aspects of research is deeply understanding the theory behind the mechanisms governing the algorithms or biological processes that I study. To share this interest, I began writing in-depth technical guides on my substack, Alchemy Bio. My most read article, “A Complete Guide to Spherical Equivariant Graph Transformers” is a 2.5-hour long read breaking down the mathematics and physics underlying the structural deep learning architectures for molecules and proteins.
If you’re also passionate about any of these topics, I would love to connect via LinkedIn.
Updates
Jun 11, 2025 | Branched Schrödinger Bridge Matching released on arXiv and accepted at ICML ExAIT workshop! Come by our poster in Vancouver! |
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May 01, 2025 | PepTune: De Novo Generation of Therapeutic Peptides with Multi-Objective-Guided Discrete Diffusion accepted at ICML 2025! Come by us at Poster Session 4 to chat (+ free PepTune stickers) |
Mar 31, 2025 | My review paper on Peptide-Functionalized Nanoparticles for Brain-Targeted Therapeutics is published in Drug Delivery and Translational Research. |
Mar 21, 2025 | Gumbel-Softmax Flow Matching is out on arXiv! Check out our work on guided discrete flow matching on the simplex! |
Selected Publications
For a full list, see my publications page or google scholar profile.
- Peptide-Functionalized Lipid Nanoparticles for Targeted Systemic mRNA Delivery to the BrainNano Letters, American Chemical Society (ACS), Dec 2024