A survey on reinforcement learning for recommender systems

Y Lin, Y Liu, F Lin, L Zou, P Wu, W Zeng… - … on Neural Networks …, 2023 - ieeexplore.ieee.org
Recommender systems have been widely applied in different real-life scenarios to help us
find useful information. In particular, reinforcement learning (RL)-based recommender …

Offline evaluation for reinforcement learning-based recommendation: a critical issue and some alternatives

R Deffayet, T Thonet, JM Renders, M De Rijke - ACM SIGIR Forum, 2023 - dl.acm.org
In this paper, we argue that the paradigm commonly adopted for offline evaluation of
sequential recommender systems is unsuitable for evaluating reinforcement learning-based …

SARDINE: Simulator for Automated Recommendation in Dynamic and Interactive Environments

R Deffayet, T Thonet, D Hwang, V Lehoux… - ACM Transactions on …, 2024 - dl.acm.org
Simulators can provide valuable insights for researchers and practitioners who wish to
improve recommender systems, because they allow one to easily tweak the experimental …

On the Unexpected Effectiveness of Reinforcement Learning for Sequential Recommendation

ÁL Silva, D Parra, RT Icarte - Forty-first International Conference on … - openreview.net
In recent years, Reinforcement Learning (RL) has shown great promise in session-based
recommendation. Sequential models that use RL have reached state-of-the-art performance …

Analysis of Advertising Promotion Strategy Based on Improved Collaborative Filtering Algorithm under Digital Media Technology

Q Wu - INTERNATIONAL JOURNAL OF COMPUTERS …, 2023 - univagora.ro
With the advent of the Internet, individuals have access to an ever-increasing array of
external information sources, and as such, advertising information has undergone a …

The Unexpected Results of Reinforcement Learning for Sequential Recommendation

ÁL Silva - 2024 - search.proquest.com
Abstract In recent years, Reinforcement Learning (RL) has shown great promise in
sessionbased recommendation. Sequential models that use RL have reached state-of-the …