APA (7th ed.) Citation

Sapunov, G. (2026). Universal Transformers Need Memory: Depth-State Trade-offs in Adaptive Recursive Reasoning.

Chicago Style (17th ed.) Citation

Sapunov, Grigory. Universal Transformers Need Memory: Depth-State Trade-offs in Adaptive Recursive Reasoning. 2026.

MLA (9th ed.) Citation

Sapunov, Grigory. Universal Transformers Need Memory: Depth-State Trade-offs in Adaptive Recursive Reasoning. 2026.

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