64 citations · 122 across the 9 of their papers we have counts for
3 papers · 1 filter
QUOTA: The Quantile Option Architecture for Reinforcement Learning
Shangtong Zhang, Borislav Mavrin, Linglong Kong +2
In this paper, we propose the Quantile Option Architecture (QUOTA) for exploration based on recent advances in distributional reinforcement learning (RL). In QUOTA, decision making…
House Price Modeling over Heterogeneous Regions with Hierarchical Spatial Functional Analysis
Bang Liu, Borislav Mavrin, Di Niu +1
Online real-estate information systems such as Zillow and Trulia have gained increasing popularity in recent years. One important feature offered by these systems is the online hom…
Recover Fine-Grained Spatial Data from Coarse Aggregation
Bang Liu, Borislav Mavrin, Linglong Kong +1
In this paper, we study a new type of spatial sparse recovery problem, that is to infer the fine-grained spatial distribution of certain density data in a region only based on the…