Developing efficient algorithms for reinforcement learning with heavy-tailed rewards using linear function approximation.
The author addresses the challenge of heavy-tailed rewards in reinforcement learning using linear function approximation, proposing novel algorithms HEAVY-OFUL and HEAVY-LSVI-UCB.