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Secure Outsourcing of Multi-Armed Bandits

Radu Ciucanu , Pascal Lafourcade , Marius Lombard-Platet , Marta Soare
19th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2020), Dec 2020, Conférence online, China. pp.202-209
Conference papers hal-02953292v1
Image document

DashBot: An ML-Guided Dashboard Generation System Authors' Copy

Sandrine da Col , Radu Ciucanu , Marta Soare , Nassim Bouarour , Sihem Amer-Yahia et al.
30th ACM International Conference on Information and Knowledge Management, Nov 2021, Queensland (in line), Australia
Conference papers hal-03379720v1

Improving genomics-based predictions for precision medicine through active elicitation of expert knowledge

Iiris Sundin , Tomi Peltola , Luana Micallef , Homayun Afrabandpey , Marta Soare et al.
Bioinformatics, 2018, 34 (13), pp.i395 - i403. ⟨10.1093/bioinformatics/bty257⟩
Journal articles hal-01826109v1

Implementing Linear Bandits in Off-the-Shelf SQLite

Radu Ciucanu , Marta Soare , Sihem Amer-Yahia
EDBT 2022: International Conference on Extending Database Technology, Short paper, Mar 2022, Edinburgh (online), United Kingdom. pp.388-392
Conference papers hal-03547303v1

FeReD: Federated Reinforcement Learning in the DBMS

Sotirios Tzamaras , Radu Ciucanu , Marta Soare , Sihem Amer-Yahia
CIKM '22: The 31st ACM International Conference on Information and Knowledge Management, Oct 2022, Atlanta GA, United States. pp.4989-4993, ⟨10.1145/3511808.3557203⟩
Conference papers hal-03819735v1

Secure Cumulative Reward Maximization in Linear Stochastic Bandits

Radu Ciucanu , Anatole Delabrouille , Pascal Lafourcade , Marta Soare
International Conference on Provable and Practical Security (ProvSec), Nov 2020, Conférence online, Singapore. pp.257-277, ⟨10.1007/978-3-030-62576-4_13⟩
Conference papers hal-02942694v1

SAMBA: A Generic Framework for Secure Federated Multi-Armed Bandits

Radu Ciucanu , Pascal Lafourcade , Gael Marcadet , Marta Soare
Journal of Artificial Intelligence Research, 2022, 73, pp.737--765
Journal articles hal-03553894v1

Secure Best Arm Identification in Multi-Armed Bandits

Radu Ciucanu , Pascal Lafourcade , Marius Lombard-Platet , Marta Soare
ISPEC 2019 : The 15th International Conference on Information Security Practice and Experience, Nov 2019, Kuala Lumpur, Malaysia. ⟨10.1007/978-3-030-34339-2_9⟩
Conference papers hal-02270418v1
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Best-Arm Identification in Linear Bandits

Marta Soare , Alessandro Lazaric , Rémi Munos
NIPS - Advances in Neural Information Processing Systems 27, Dec 2014, Montreal, Canada
Conference papers hal-01075701v1

SAMBA: A System for Secure Federated Multi-Armed Bandits

Gael Marcadet , Radu Ciucanu , Pascal Lafourcade , Marta Soare , Sihem Amer-Yahia et al.
2022 IEEE 38th International Conference on Data Engineering (ICDE), May 2022, Online (hosted in Kuala Lumpur), Malaysia. pp.3154-3157, ⟨10.1109/ICDE53745.2022.00286⟩
Conference papers hal-03754364v1
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Sequential Resource Allocation in Linear Stochastic Bandits

Marta Soare
Machine Learning [cs.LG]. Université Lille 1 - Sciences et Technologies, 2015. English. ⟨NNT : ⟩
Theses tel-01249224v1

Secure Protocols for Best Arm Identification in Federated Stochastic Multi-Armed Bandits

Radu Ciucanu , Anatole Delabrouille , Pascal Lafourcade , Marta Soare
IEEE Transactions on Dependable and Secure Computing, 2022, ⟨10.1109/TDSC.2022.3154585⟩
Journal articles hal-03595189v1

Secure protocols for cumulative reward maximization in stochastic multi-armed bandits

Radu Ciucanu , Pascal Lafourcade , Marius Lombard-Platet , Marta Soare
Journal of Computer Security, 2022, pp.1-27. ⟨10.3233/JCS-210051⟩
Journal articles hal-03564146v1