Ido Greenberg

Detecting Rewards Deterioration in Episodic Reinforcement Learning

2020 · arXiv (Cornell University)

In many RL applications, once training ends, it is vital to detect any deterioration in the agent performance as soon as possible. Furthermore, it often has to be done without modifying the policy and under …

Individualized Dosing Dynamics via Neural Eigen Decomposition

2023 · arXiv (Cornell University)

Dosing models often use differential equations to model biological dynamics. Neural differential equations in particular can learn to predict the derivative of a process, which permits predictions at irregular points of time. However, this temporal …