222 citations · 600 across the 46 of their papers we have counts for
3 papers · 1 filter
On overfitting and asymptotic bias in batch reinforcement learning with partial observability
Vincent Francois-Lavet, Guillaume Rabusseau, Joelle Pineau +2
This paper provides an analysis of the tradeoff between asymptotic bias (suboptimality with unlimited data) and overfitting (additional suboptimality due to limited data) in the co…
Pulse-Based Control Using Koopman Operator Under Parametric Uncertainty
Aivar Sootla, Damien Ernst
In applications, such as biomedicine and systems/synthetic biology, technical limitations in actuation complicate implementation of time-varying control signals. In order to allevi…
An Optimal Control Formulation of Pulse-Based Control Using Koopman Operator
Aivar Sootla, Alexandre Mauroy, Damien Ernst
In many applications, and in systems/synthetic biology, in particular, it is desirable to compute control policies that force the trajectory of a bistable system from one equilibri…