Best-Arm Identification in Linear Bandits. - Marta Soare; Alessandro Lazaric; Rémi Munos (NIPS, 2014)

Sequential Resource Allocation in Linear Stochastic Bandits . (Allocation séquentielle de ressources dans le modèle de bandit linéaire). - Marta Soare (2015)

Regression with n→1 by Expert Knowledge Elicitation. - Marta Soare; Muhammad Ammad-ud-din; Samuel Kaski (ICMLA, 2016)

Regression with n$ to$1 by Expert Knowledge Elicitation. - Marta Soare; Muhammad Ammad-ud-din; Samuel Kaski (CoRR, 2016)

Interactive Elicitation of Knowledge on Feature Relevance Improves Predictions in Small Data Sets. - Luana Micallef; Iiris Sundin; Pekka Marttinen; Muhammad Ammad-ud-din; Tomi Peltola; Marta Soare; Giulio Jacucci; Samuel Kaski (IUI, 2017)

Probabilistic Expert Knowledge Elicitation of Feature Relevances in Sparse Linear Regression. - Pedram Daee; Tomi Peltola; Marta Soare; Samuel Kaski (IAL@PKDD/ECML, 2017)

Improving drug sensitivity predictions in precision medicine through active expert knowledge elicitation. - Iiris Sundin; Tomi Peltola; Muntasir Mamun Majumder; Pedram Daee; Marta Soare; Homayun Afrabandpey; Caroline Heckman; Samuel Kaski; Pekka Marttinen (CoRR, 2017)

Knowledge elicitation via sequential probabilistic inference for high-dimensional prediction. - Pedram Daee; Tomi Peltola; Marta Soare; Samuel Kaski (Mach. Learn., 2017)

Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge. - Iiris Sundin; Tomi Peltola; Luana Micallef; Homayun Afrabandpey; Marta Soare; Muntasir Mamun Majumder; Pedram Daee; Chen He 003; Baris Serim; Aki S. Havulinna; Caroline Heckman; Giulio Jacucci; et al. (Bioinform., 2018)

Secure Best Arm Identification in Multi-armed Bandits. - Radu Ciucanu; Pascal Lafourcade 001; Marius Lombard-Platet; Marta Soare (ISPEC, 2019)

Secure Cumulative Reward Maximization in Linear Stochastic Bandits. - Radu Ciucanu; Anatole Delabrouille; Pascal Lafourcade 001; Marta Soare (ProvSec, 2020)

Secure Outsourcing of Multi-Armed Bandits. - Radu Ciucanu; Pascal Lafourcade 001; Marius Lombard-Platet; Marta Soare (TrustCom, 2020)

DashBot: An ML-Guided Dashboard Generation System. - Sandrine Da Col; Radu Ciucanu; Marta Soare; Nassim Bouarour; Sihem Amer-Yahia (CIKM, 2021)

FeReD: Federated Reinforcement Learning in the DBMS. - Sotirios Tzamaras; Radu Ciucanu; Marta Soare; Sihem Amer-Yahia (CIKM, 2022)

Implementing Linear Bandits in Off-the-Shelf SQLite. - Radu Ciucanu; Marta Soare; Sihem Amer-Yahia (EDBT, 2022)

Samba: A System for Secure Federated Multi-Armed Bandits. - Gaël Marcadet; Radu Ciucanu; Pascal Lafourcade 001; Marta Soare; Sihem Amer-Yahia (ICDE, 2022)

SAMBA: A Generic Framework for Secure Federated Multi-Armed Bandits. - Radu Ciucanu; Pascal Lafourcade 001; Gaël Marcadet; Marta Soare (J. Artif. Intell. Res., 2022)

Multi-Agent Best Arm Identification with Private Communications. - Alexandre Rio; Merwan Barlier; Igor Colin; Marta Soare (ICML, 2023)

SAMBA: A Generic Framework for Secure Federated Multi-Armed Bandits (Extended Abstract). - Radu Ciucanu; Pascal Lafourcade 001; Gaël Marcadet; Marta Soare (IJCAI, 2023)

Secure protocols for cumulative reward maximization in stochastic multi-armed bandits. - Radu Ciucanu; Pascal Lafourcade 001; Marius Lombard-Platet; Marta Soare (J. Comput. Secur., 2023)

Secure Protocols for Best Arm Identification in Federated Stochastic Multi-Armed Bandits. - Radu Ciucanu; Anatole Delabrouille; Pascal Lafourcade 001; Marta Soare (IEEE Trans. Dependable Secur. Comput., 2023)

Producer-Fairness in Sequential Bundle Recommendation. - Alexandre Rio; Marta Soare; Sihem Amer-Yahia (CoRR, 2025)