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03/13/2023
Beyond Single Items: Exploring User Preferences in Item Sets with the Conversational Playlist Curation Dataset
Users in consumption domains, like music, are often able to more efficie...
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01/27/2023
Generating Synthetic Data for Conversational Music Recommendation Using Random Walks and Language Models
Conversational recommendation systems (CRSs) enable users to use natural...
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01/09/2023
MAQA: A Multimodal QA Benchmark for Negation
Multimodal learning can benefit from the representation power of pretrai...
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08/26/2022
MuLan: A Joint Embedding of Music Audio and Natural Language
Music tagging and content-based retrieval systems have traditionally bee...
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03/06/2020
A Farewell to Arms: Sequential Reward Maximization on a Budget with a Giving Up Option
We consider a sequential decision-making problem where an agent can take...
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02/08/2018
Thompson Sampling for Dynamic Pricing
In this paper we apply active learning algorithms for dynamic pricing in...
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03/14/2016
Active Algorithms For Preference Learning Problems with Multiple Populations
In this paper we model the problem of learning preferences of a populati...
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03/13/2016
On Learning High Dimensional Structured Single Index Models
Single Index Models (SIMs) are simple yet flexible semi-parametric model...
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12/29/2015
Matrix Completion Under Monotonic Single Index Models
Most recent results in matrix completion assume that the matrix under co...
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06/30/2015
Learning Single Index Models in High Dimensions
Single Index Models (SIMs) are simple yet flexible semi-parametric model...
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03/28/2015
Active Model Aggregation via Stochastic Mirror Descent
We consider the problem of learning convex aggregation of models, that i...
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03/28/2015
Sparse Linear Regression With Missing Data
This paper proposes a fast and accurate method for sparse regression in ...
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09/26/2013
Building Bridges: Viewing Active Learning from the Multi-Armed Bandit Lens
In this paper we propose a multi-armed bandit inspired, pool based activ...
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09/14/2013
Local Support Vector Machines:Formulation and Analysis
We provide a formulation for Local Support Vector Machines (LSVMs) that ...
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11/08/2011