Enhancing Bandit Algorithms with LLMs for Time-varying User Preferences in Streaming Recommendations.

Chenglei Shen|Yi Zhan|Weijie Yu|Xiao Zhang|Jun Xu


Anthology ID:DBLP:journals/tois/ShenZYZX26
Year:2026
Venue:ACM Transactions on Information Systems (TOIS)
Pages:71:1-71:30
URL:https://doi.org/10.1145/3793543
DOI:https://doi.org/10.1145/3793543
DBLP:journals/tois/ShenZYZX26
BibTeX:
@article{shen-2026-enhancing, author = {Chenglei Shen and Yi Zhan and Weijie Yu and Xiao Zhang and Jun Xu}, title = {{Enhancing Bandit Algorithms with LLMs for Time-varying User Preferences in Streaming Recommendations}}, journal = {ACM Transactions on Information Systems (TOIS)}, volume = {44}, number = {3}, pages = {71:1--71:30}, year = {2026}, url = {https://doi.org/10.1145/3793543}, doi = {https://doi.org/10.1145/3793543} }