On Exploration, Exploitation and Learning in Adaptive Importance Sampling

Xiaoyu Lu, Tom Rainforth, Yuan Zhou +2

We study adaptive importance sampling (AIS) as an online learning problem and argue for the importance of the trade-off between exploration and exploitation in this adaptation. Bor…