140 citations · 1.3k across the 125 of their papers we have counts for
5 papers · 1 filter
Leveraging Side Observations in Stochastic Bandits
Stephane Caron, Branislav Kveton, Marc Lelarge +1
This paper considers stochastic bandits with side observations, a model that accounts for both the exploration/exploitation dilemma and relationships between arms. In this setting,…
Solving Factored MDPs with Continuous and Discrete Variables
Carlos E. Guestrin, Milos Hauskrecht, Branislav Kveton
Although many real-world stochastic planning problems are more naturally formulated by hybrid models with both discrete and continuous variables, current state-of-the-art methods c…
Partitioned Linear Programming Approximations for MDPs
Branislav Kveton, Milos Hauskrecht
Approximate linear programming (ALP) is an efficient approach to solving large factored Markov decision processes (MDPs). The main idea of the method is to approximate the optimal…
Automatic Tuning of Interactive Perception Applications
Qian Zhu, Branislav Kveton, Lily Mummert +1
Interactive applications incorporating high-data rate sensing and computer vision are becoming possible due to novel runtime systems and the use of parallel computation resources.…
Online Semi-Supervised Learning on Quantized Graphs
Michal Valko, Branislav Kveton, Ling Huang +1
In this paper, we tackle the problem of online semi-supervised learning (SSL). When data arrive in a stream, the dual problems of computation and data storage arise for any SSL met…