APA (7th ed.) Citation

Saponati, M., Sager, P., Aceituno, P. V., Stadelmann, T., & Grewe, B. (2025). The underlying structures of self-attention: Symmetry, directionality, and emergent dynamics in Transformer training.

Chicago Style (17th ed.) Citation

Saponati, Matteo, Pascal Sager, Pau Vilimelis Aceituno, Thilo Stadelmann, and Benjamin Grewe. The Underlying Structures of Self-attention: Symmetry, Directionality, and Emergent Dynamics in Transformer Training. 2025.

MLA (9th ed.) Citation

Saponati, Matteo, et al. The Underlying Structures of Self-attention: Symmetry, Directionality, and Emergent Dynamics in Transformer Training. 2025.

Warning: These citations may not always be 100% accurate.