RILe: Reinforced Imitation Learning

no code implementations • 12 Jun 2024 • Mert Albaba, Sammy Christen, Thomas Langarek, Christoph Gebhardt, Otmar Hilliges, Michael J. Black

The trainer optimizes for long-term cumulative rewards from the discriminator, enabling it to provide nuanced feedback that accounts for the complexity of the task and the student's current capabilities.

Computational Efficiency Imitation Learning +2

Modeling Cyber-Physical Human Systems via an Interplay Between Reinforcement Learning and Game Theory

no code implementations • 11 Oct 2019 • Mert Albaba, Yildiray Yildiz

Predicting the outcomes of cyber-physical systems with multiple human interactions is a challenging problem.

Reinforcement Learning Reinforcement Learning (RL)