Malachi Schram

Extreme Risk Mitigation in Reinforcement Learning using Extreme Value Theory

2023 · arXiv (Cornell University)

Risk-sensitive reinforcement learning (RL) has garnered significant attention in recent years due to the growing interest in deploying RL agents in real-world scenarios. A critical aspect of risk awareness involves modeling highly rare risk events …