Marta Soare

activity

20142025

most citedBest-Arm Identification in Linear Bandits

75 citations · 119 across the 6 of their papers we have counts for

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3 papers · 1 filter

cs.LG2025

Producer-Fairness in Sequential Bundle Recommendation

Alexandre Rio, Marta Soare, Sihem Amer-Yahia

We address fairness in the context of sequential bundle recommendation, where users are served in turn with sets of relevant and compatible items. Motivated by real-world scenarios…

cs.LG2016★ 4 cited

Regression with n $\to$ 1 by Expert Knowledge Elicitation

Marta Soare, Muhammad Ammad-ud-din, Samuel Kaski

We consider regression under the "extremely small $n$ large $p$ " condition, where the number of samples $n$ is so small compared to the dimensionality $p$ that predictors cannot be…

cs.LG2014★ 75 cited

Best-Arm Identification in Linear Bandits

Marta Soare, Alessandro Lazaric, Rémi Munos

We study the best-arm identification problem in linear bandit, where the rewards of the arms depend linearly on an unknown parameter $θ^{*}$ and the objective is to return the arm wi…

Producer-Fairness in Sequential Bundle Recommendation

Regression with n→1 by Expert Knowledge Elicitation

Best-Arm Identification in Linear Bandits

Regression with n $\to$ 1 by Expert Knowledge Elicitation