State Encoders in Reinforcement Learning for Recommendation

Autor: Huang, J., Oosterhuis, H.R., Cetinkaya, B., Rood, T., Rijke, M. de, Amigo, E.

Publikováno v: Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022, pp. 2738–2748
Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022, 2738–2748. New York : Association for Computing Machinery
STARTPAGE=2738–2748;TITLE=Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022

Methods for reinforcement learning for recommendation (RL4Rec) are increasingly receiving attention as they can quickly adapt to user feedback. A typical RL4Rec framework consists of (1) a state encoder to encode the state that stores the users' hist

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c5e9cc534f918ef80a06cfc0485c90fe
https://doi.org/10.1145/3477495.3531716

ORCAS-I: Queries Annotated with Intent using Weak Supervision

Autor: Alexander, D., Kusa, W., Vries, A.P. de, Amigo, E.

Publikováno v: Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022, 3057-3066. New York : ACM
STARTPAGE=3057;ENDPAGE=3066;TITLE=Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::71582f8195b677a774fa361424e67c6e
http://hdl.handle.net/2066/253555

Learning-to-Rank at the Speed of Sampling: Plackett-Luce Gradient Estimation with Minimal Computational Complexity

Autor: Oosterhuis, H.R., Amigo, E.

Publikováno v: Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022, 2266-2271. New York : Association for Computing Machinery
STARTPAGE=2266;ENDPAGE=2271;TITLE=Amigo, E. (ed.), SIGIR '22: The 45th International ACM SIGIR Conference on Research and Development in Information Retrieval Madrid Spain July 11-15, 2022

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=dedup_wf_001::c36ce46d8846f8cec0bb84f1b0b88bcb
http://hdl.handle.net/2066/253549

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