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Generative Slate Recommendation with Reinforcement Learning


Jan 24, 2023
Romain Deffayet, Thibaut Thonet, Jean-Michel Renders, Maarten de Rijke

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* WSDM 2023, 9 pages, 3 figures 

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Offline Evaluation for Reinforcement Learning-based Recommendation: A Critical Issue and Some Alternatives


Jan 03, 2023
Romain Deffayet, Thibaut Thonet, Jean-Michel Renders, Maarten de Rijke

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* 14 pages, 1 figure 

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Pareto-Optimal Fairness-Utility Amortizations in Rankings with a DBN Exposure Model


May 16, 2022
Till Kletti, Jean-Michel Renders, Patrick Loiseau

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* 12 pages, 6 figures, published at SIGIR 2022 

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Introducing the Expohedron for Efficient Pareto-optimal Fairness-Utility Amortizations in Repeated Rankings


Feb 07, 2022
Till Kletti, Jean-Michel Renders, Patrick Loiseau

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* 10 pages, 6 figures, accepted at WSDM'22, February 21-25, 2022, Tempe, AZ, USA 

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SmoothI: Smooth Rank Indicators for Differentiable IR Metrics


May 03, 2021
Thibaut Thonet, Yagmur Gizem Cinar, Eric Gaussier, Minghan Li, Jean-Michel Renders

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Real-Time Optimization Of Web Publisher RTB Revenues


Jun 12, 2020
Pedro Chahuara, Nicolas Grislain, Grégoire Jauvion, Jean-Michel Renders

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* Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. 2017 

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Modeling ASR Ambiguity for Dialogue State Tracking Using Word Confusion Networks


Feb 03, 2020
Vaishali Pal, Fabien Guillot, Jean-Michel Renders, Laurent Besacier

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* 5 pages 

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Efficient Online Learning for Optimizing Value of Information: Theory and Application to Interactive Troubleshooting


Jul 17, 2017
Yuxin Chen, Jean-Michel Renders, Morteza Haghir Chehreghani, Andreas Krause

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* 18 pages, 6 figures, to appear in the Conference on Uncertainty in Artificial Intelligence (UAI) 2017 

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Joint Event Detection and Entity Resolution: a Virtuous Cycle


Jul 18, 2016
Matthias Galle, Jean-Michel Renders, Guillaume Jacquet

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LSTM-based Mixture-of-Experts for Knowledge-Aware Dialogues


May 05, 2016
Phong Le, Marc Dymetman, Jean-Michel Renders

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