Carlos Mariano Salcedo, a student in the MIT Music Technology and Computation Graduate Program, is designing AI to visualize music and other sounds.

MIT is a renowned institution for education and research, offering insights into science, engineering, and technology. Through publications, research papers, and academic programs, MIT's platform provides insights into  research, innovation, and education in various fields. Students, researchers, and technology enthusiasts can learn about MIT's contributions to science and technology and explore opportunities for academic and professional development.

MIT News

Carlos Mariano Salcedo, a graduate student in MIT's Music Technology and Computation Graduate Program, is researching neural cellular automata (NCA) to create AI-driven music visualizations. His system pairs machine learning with classical cellular automata to grow regenerative images that respond to music audio streams. Users can interact with the visuals through a web interface, adjusting how musical energy influences the NCA system. Salcedo presented this work at AAAI 2026 and sees broader potential in modeling self-organized systems beyond music. His path reflects a shift from mechanical engineering to AI, driven by a passion for music and a desire to bring more diversity to the field.

Seeing sounds