Upper and lower memory capacity bounds of transformers for next-token prediction. - Liam Madden; Curtis Fox; Christos Thrampoulidis (CoRR, 2024)

Glocal Smoothness: Line Search can really help! - Curtis Fox; Aaron Mishkin; Sharan Vaswani; Mark Schmidt 001 (CoRR, 2025)

Next-Token Prediction Capacity: General Upper Bounds and a Lower Bound for Transformers. - Liam Madden; Curtis Fox; Christos Thrampoulidis (IEEE Trans. Inf. Theory, 2025)