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eess.SY2026
Learnable Sequential Memory in Coupled Oscillator Networks
Taosha Guo, Fabio Pasqualetti
The Hopfield network established that static memories can be stored as energy minima of a recurrent dynamical system, yet real intelligent agents must navigate \emph{sequences} of…
eess.SY2025
Transfer Learning for LQR Control
Taosha Guo, Fabio Pasqualetti
In this paper, we study a transfer learning framework for Linear Quadratic Regulator (LQR) control, where (i) the dynamics of the system of interest (target system) are unknown and…
eess.SY2025★ 1 cited
Oscillatory Associative Memory with Exponential Capacity
Taosha Guo, Arie Ogranovich, Arvind R. Venkatakrishnan +3
The slowing of Moore's law and the increasing energy demands of machine learning present critical challenges for both the hardware and machine learning communities, and drive the d…