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Otmane Sakhi
Otmane Sakhi
Criteo AI Lab
Verified email at criteo.com
Title
Cited by
Cited by
Year
BLOB: A Probabilistic Model for Recommendation that Combines Organic and Bandit Signals
O Sakhi, S Bonner, D Rohde, F Vasile
Proceedings of the 26th ACM SIGKDD International Conference on Knowledge …, 2020
332020
PAC-Bayesian Offline Contextual Bandits with Guarantees
O Sakhi, P Alquier, N Chopin
International Conference on Machine Learning, 29777-29799, 2023
12*2023
Improving Offline Contextual Bandits with Distributional Robustness
O Sakhi, L Faury, F Vasile
RecSys Workshop on Reinforcement Learning and Robust Estimators for …, 2020
102020
Reward Optimizing Recommendation using Deep Learning and Fast Maximum Inner Product Search
I Aouali, A Benhalloum, M Bompaire, A Ait Sidi Hammou, S Ivanov, ...
Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and …, 2022
32022
Probabilistic Rank and Reward: A Scalable Model for Slate Recommendation
I Aouali, AAS Hammou, S Ivanov, O Sakhi, D Rohde, F Vasile
arXiv preprint arXiv:2208.06263, 2022
3*2022
Summary of Tutorials at The Web Conference 2021
R West, S Bhagat, P Groth, M Zitnik, FM Couto, P Lisena, ...
Companion Proceedings of the Web Conference 2021, 727-733, 2021
32021
Fast Slate Policy Optimization: Going Beyond Plackett-Luce
O Sakhi, D Rohde, N Chopin
Transactions on Machine Learning Research, 2023
22023
Fast Offline Policy Optimization for Large Scale Recommendation
O Sakhi, D Rohde, A Gilotte
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-23), 2022
22022
Offline Evaluation of Reward-Optimizing Recommender Systems: The Case of Simulation
I Aouali, A Benhalloum, M Bompaire, B Heymann, O Jeunen, D Rohde, ...
arXiv preprint arXiv:2209.08642, 2022
12022
Reconsidering Analytical Variational Bounds for Output Layers of Deep Networks
O Sakhi, S Bonner, D Rohde, F Vasile
4th workshop on Bayesian Deep Learning (NeurIPS 2019), Vancouver, Canada, 2019
12019
Offline Contextual Bandit: Theory and Large Scale Applications
O Sakhi
Institut Polytechnique de Paris, 2023
2023
Bayesian Value Based Recommendation: A modelling based alternative to proxy and counterfactual policy based recommendation
D Rohde, F Vasile, S Ivanov, O Sakhi
Proceedings of the 14th ACM Conference on Recommender Systems, 742-744, 2020
2020
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