Category Theory for Artificial General Intelligence. - Vincent Abbott; Tom Xu; Yoshihiro Maruyama (AGI, 2024)

Neural Circuit Diagrams: Robust Diagrams for the Communication, Implementation, and Analysis of Deep Learning Architectures. - Vincent Abbott (Trans. Mach. Learn. Res., 2024)

Accelerating Machine Learning Systems via Category Theory: Applications to Spherical Attention for Gene Regulatory Networks. - Vincent Abbott; Kotaro Kamiya; Gerard Glowacki; Yu Atsumi; Gioele Zardini; Yoshihiro Maruyama (AGI (1), 2025)

FlashAttention on a Napkin: A Diagrammatic Approach to Deep Learning IO-Awareness. - Vincent Abbott; Gioele Zardini (Trans. Mach. Learn. Res., 2025)