102 citations · 119 across the 6 of their papers we have counts for
7 papers
An Overview of Machine Teaching
Xiaojin Zhu, Adish Singla, Sandra Zilles +1
In this paper we try to organize machine teaching as a coherent set of ideas. Each idea is presented as varying along a dimension. The collection of dimensions then form the proble…
Learning User Preferences to Incentivize Exploration in the Sharing Economy
Christoph Hirnschall, Adish Singla, Sebastian Tschiatschek +1
We study platforms in the sharing economy and discuss the need for incentivizing users to explore options that otherwise would not be chosen. For instance, rental platforms such as…
Information Gathering with Peers: Submodular Optimization with Peer-Prediction Constraints
Goran Radanovic, Adish Singla, Andreas Krause +1
We study a problem of optimal information gathering from multiple data providers that need to be incentivized to provide accurate information. This problem arises in many real worl…
Learning to Use Learners' Advice
Adish Singla, Hamed Hassani, Andreas Krause
In this paper, we study a variant of the framework of online learning using expert advice with limited/bandit feedback. We consider each expert as a learning entity, seeking to mor…
Coordinated Online Learning With Applications to Learning User Preferences
Christoph Hirnschall, Adish Singla, Sebastian Tschiatschek +1
We study an online multi-task learning setting, in which instances of related tasks arrive sequentially, and are handled by task-specific online learners. We consider an algorithmi…
Actively Learning Hemimetrics with Applications to Eliciting User Preferences
Adish Singla, Sebastian Tschiatschek, Andreas Krause
Motivated by an application of eliciting users' preferences, we investigate the problem of learning hemimetrics, i.e., pairwise distances among a set of items that satisfy tria…