Get our free extension to see links to code for papers anywhere online!

Chrome logo  Add to Chrome

Firefox logo Add to Firefox

Offline Evaluation of Reward-Optimizing Recommender Systems: The Case of Simulation


Sep 18, 2022
Imad Aouali, Amine Benhalloum, Martin Bompaire, Benjamin Heymann, Olivier Jeunen, David Rohde, Otmane Sakhi, Flavian Vasile

* Accepted at the ACM RecSys 2021 Workshop on Simulation Methods for Recommender Systems 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

A Scalable Probabilistic Model for Reward Optimizing Slate Recommendation


Aug 10, 2022
Imad Aouali, Achraf Ait Sidi Hammou, Sergey Ivanov, Otmane Sakhi, David Rohde, Flavian Vasile


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

What Users Want? WARHOL: A Generative Model for Recommendation


Sep 02, 2021
Jules Samaran, Ugo Tanielian, Romain Beaumont, Flavian Vasile


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Combining Reward and Rank Signals for Slate Recommendation


Jul 29, 2021
Imad Aouali, Sergey Ivanov, Mike Gartrell, David Rohde, Flavian Vasile, Victor Zaytsev, Diego Legrand

* KDD '21 Workshop on Bayesian Causal Inference for Real World Interactive Systems, August 14th-15th, 2021, Singapore 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Improving Offline Contextual Bandits with Distributional Robustness


Nov 13, 2020
Otmane Sakhi, Louis Faury, Flavian Vasile

* In Proceedings of the ACM RecSys Workshop on Reinforcement Learning and Robust Estimators for Recommendation Systems (REVEAL 20) 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

From Clicks to Conversions: Recommendation for long-term reward


Sep 01, 2020
Philomène Chagniot, Flavian Vasile, David Rohde


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

BLOB : A Probabilistic Model for Recommendation that Combines Organic and Bandit Signals


Aug 28, 2020
Otmane Sakhi, Stephen Bonner, David Rohde, Flavian Vasile

* 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Aug 2020, San Diego, United States 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Reconsidering Analytical Variational Bounds for Output Layers of Deep Networks


Oct 03, 2019
Otmane Sakhi, Stephen Bonner, David Rohde, Flavian Vasile

* 8 pages 2 figures 

   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email

Learning from Bandit Feedback: An Overview of the State-of-the-art


Sep 18, 2019
Olivier Jeunen, Dmytro Mykhaylov, David Rohde, Flavian Vasile, Alexandre Gilotte, Martin Bompaire


   Access Paper or Ask Questions

  • Share via Twitter
  • Share via Facebook
  • Share via LinkedIn
  • Share via Whatsapp
  • Share via Messenger
  • Share via Email
1
2
3
>>