ติดตาม
Otmane Sakhi
Otmane Sakhi
Research Scientist, Criteo AI Lab
ยืนยันอีเมลแล้วที่ criteo.com
ชื่อ
อ้างโดย
อ้างโดย
ปี
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
412020
PAC-Bayesian Offline Contextual Bandits with Guarantees
O Sakhi, P Alquier, N Chopin
International Conference on Machine Learning, 29777-29799, 2023
152023
Improving Offline Contextual Bandits with Distributional Robustness
O Sakhi, L Faury, F Vasile
RecSys Workshop on Reinforcement Learning and Robust Estimators for …, 2020
102020
Recommender systems through the lens of decision theory
F Vasile, D Rohde, O Jeunen, A Benhalloum, O Sakhi
Proc. of the 30th World Wide Web Conference ACM Conference, 2021
8*2021
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
52022
Probabilistic rank and reward: A scalable model for slate recommendation
I Aouali, AAS Hammou, O Sakhi, D Rohde, F Vasile
arXiv preprint arXiv:2208.06263, 2022
42022
Fast Slate Policy Optimization: Going Beyond Plackett-Luce
O Sakhi, D Rohde, N Chopin
Transactions on Machine Learning Research, 2023
32023
Fast Offline Policy Optimization for Large Scale Recommendation
O Sakhi, D Rohde, A Gilotte
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-23), 2022
32022
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
22022
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
22019
Offline Contextual Bandit: Theory and Large Scale Applications
O Sakhi
Institut Polytechnique de Paris, 2023
12023
Logarithmic Smoothing for Pessimistic Off-Policy Evaluation, Selection and Learning
O Sakhi, I Aouali, P Alquier, N Chopin
NeuRIPS 2024 (Spotlight), 2024
2024
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
ระบบไม่สามารถดำเนินการได้ในขณะนี้ โปรดลองใหม่อีกครั้งในภายหลัง
บทความ 1–13