88 citations · 230 across the 9 of their papers we have counts for
9 papers
Representation Learning for Context-Dependent Decision-Making
Yuzhen Qin, Tommaso Menara, Samet Oymak +2
Humans are capable of adjusting to changing environments flexibly and quickly. Empirical evidence has revealed that representation learning plays a crucial role in endowing humans…
Non-Stationary Representation Learning in Sequential Linear Bandits
Yuzhen Qin, Tommaso Menara, Samet Oymak +2
In this paper, we study representation learning for multi-task decision-making in non-stationary environments. We consider the framework of sequential linear bandits, where the age…
Functional Control of Oscillator Networks
Tommaso Menara, Giacomo Baggio, Danielle S. Bassett +1
Oscillatory activity is ubiquitous in natural and engineered network systems. The interaction scheme underlying interdependent oscillatory components governs the emergence of netwo…
Phase-Amplitude Coupling in Neuronal Oscillator Networks
Yuzhen Qin, Tommaso Menara, Danielle S. Bassett +1
Phase-amplitude coupling (PAC) describes the phenomenon where the power of a high-frequency oscillation evolves with the phase of a low-frequency one. We propose a model that expla…
Brain state stability during working memory is explained by network control theory, modulated by dopamine D1/D2 receptor function, and diminished in schizophrenia
Urs Braun, Anais Harneit, Giulio Pergola +15
Dynamical brain state transitions are critical for flexible working memory but the network mechanisms are incompletely understood. Here, we show that working memory entails brainwi…
A Framework to Control Functional Connectivity in the Human Brain
Tommaso Menara, Giacomo Baggio, Danielle S. Bassett +1
In this paper, we propose a framework to control brain-wide functional connectivity by selectively acting on the brain's structure and parameters. Functional connectivity, which me…
Stability Conditions for Cluster Synchronization in Networks of Heterogeneous Kuramoto Oscillators
Tommaso Menara, Giacomo Baggio, Danielle S. Bassett +1
In this paper we study cluster synchronization in networks of oscillators with heterogenous Kuramoto dynamics, where multiple groups of oscillators with identical phases coexist in…
White Matter Network Architecture Guides Direct Electrical Stimulation Through Optimal State Transitions
Jennifer Stiso, Ankit N. Khambhati, Tommaso Menara +10
Electrical brain stimulation is currently being investigated as a therapy for neurological disease. However, opportunities to optimize such therapies are challenged by the fact tha…
On Structural Controllability of Symmetric (Brain) Networks
Tommaso Menara, Shi Gu, Danielle S. Bassett +1
The question of controllability of natural and man-made network systems has recently received considerable attention. In the context of the human brain, the study of controllabilit…