Sound of Molecules

Publications and Media

Peer-reviewed research, books, press coverage, and media appearances from the Sound of Molecules team.

Back to Home

Research Papers

Journal Article · Pillar I — Small Molecules
Molecular Sonification: A Multi-Modal Approach for Enhanced AI in Drug Discovery
Charles Zhou et al. · Medicinal Chemistry Research · Springer Nature · Published April 2026
We present a patented molecular AI framework based on molecular sonification that converts molecular data into audio, enabling efficient transfer learning from voice AI models and accurate prediction with a reduced computational footprint.
Preprint · Pillar II — Proteins
Audio as a Molecular Modality: Oscillatory Spectral Encoding of Protein Binding Pockets
Emily Zhou et al. · ChemRxiv · Under Review 2026
We introduce a training-free audio representation of protein binding pockets that captures structural organization through spectral fingerprints and enables accurate classification using audio AI techniques.
Preprint · Pillar III — Extended Framework
Molecular World Model for 3D+ Molecular Spatial Intelligence
Emily Zhou et al. · ChemRxiv · Under Review 2026
We define the Molecular World Model, a framework for Molecular Spatial Intelligence that encodes molecular structure as audio, enabling AI-driven molecular reasoning and high-performance protein structure classification.
More coming soonNAF (nucleic acids) and ADMET prediction manuscripts are in preparation.

Books

The Musical Adventures of Hailey the Hydrogen Atom
Children's Book · Education
The Musical Adventures of Hailey the Hydrogen Atom
Emily R. Zhou · Amazon · 2024
An educational journey through the periodic table, mapping musical notes to elements to make molecular science accessible for young readers.
View on Amazon
The Sound of Molecules: A Molecular Encoding for AI
Technical Book · Molecular AI
The Sound of Molecules: A Molecular Encoding for AI
Emily R. Zhou · Amazon · 2023
The foundational text outlining the Sound of Molecules framework. Encoding molecular structure as sound reveals patterns that visual data alone cannot capture.
View on Amazon

Media and Press

Emily Zhou — Grainger Engineering
Grainger Engineering · University of Illinois
How to Become an Entrepreneur: Illinois Grainger Engineering Student Emily Zhou
How preparation, dedication, and campus resources helped Emily pitch Sound of Molecules to Thomas Siebel.
Read Article
@soundofmolecules
Instagram · @soundofmolecules
Sound of Molecules — Featured Reel
Watch our featured Instagram reel showcasing the science and team behind molecular acoustic fingerprinting.
Watch on Instagram
Grainger Engineering
LinkedIn · Grainger Engineering
8 Startups Defining the Next Generation of Entrepreneurship
Sound of Molecules named among the most innovative student startups shaping the next generation of entrepreneurship at the University of Illinois.
View on LinkedIn