The Dirichlet-Luce choice model leaves preferences for never-presented options unchanged, and with Thompson sampling achieves low-regret presentation learning from few user interactions.
Top-k S election based on A daptive S ampling of N oisy P references
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A Bayesian Choice Model for Eliminating Feedback Loops
The Dirichlet-Luce choice model leaves preferences for never-presented options unchanged, and with Thompson sampling achieves low-regret presentation learning from few user interactions.