Search Results for author: Anthony Coache

Found 3 papers, 2 papers with code

Eliciting Risk Aversion with Inverse Reinforcement Learning via Interactive Questioning

no code implementations16 Aug 2023 Ziteng Cheng, Anthony Coache, Sebastian Jaimungal

Specifically, we prove that the agent's risk aversion can be identified as the number of questions tends to infinity, and the questions are randomly designed.

reinforcement-learning

Conditionally Elicitable Dynamic Risk Measures for Deep Reinforcement Learning

1 code implementation29 Jun 2022 Anthony Coache, Sebastian Jaimungal, Álvaro Cartea

We propose a novel framework to solve risk-sensitive reinforcement learning (RL) problems where the agent optimises time-consistent dynamic spectral risk measures.

reinforcement-learning Reinforcement Learning (RL)

Reinforcement Learning with Dynamic Convex Risk Measures

1 code implementation26 Dec 2021 Anthony Coache, Sebastian Jaimungal

We develop an approach for solving time-consistent risk-sensitive stochastic optimization problems using model-free reinforcement learning (RL).

reinforcement-learning Reinforcement Learning (RL) +1

Cannot find the paper you are looking for? You can Submit a new open access paper.