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cs.LG2026
As Language Models Scale, Low-order Linear Depth Dynamics Emerge
Buddhika Nettasinghe, Geethu Joseph
Large language models are often viewed as high-dimensional nonlinear systems and treated as black boxes. Here, we show that transformer depth dynamics admit accurate low-order line…
eess.SY2026
Minimal Actuator Selection for Linear Time Invariant Systems
Luca Ballotta, Geethu Joseph
Selecting a few available actuators to ensure the controllability of a linear system is a fundamental problem in control theory. Previous works either focus on optimal performance,…