中文

推荐系统中测试时训练层的初步评估

信息检索 2025-06-17 v1

摘要

本文探讨了测试时训练(Test-Time Training, TTT)层在提高推荐系统性能方面的应用和有效性。我们开发了模型TTT4Rec,利用TTT-Linear作为特征提取层。在多个数据集上的测试表明,TTT4Rec作为基模型,在类似环境下表现相当乃至优于其他基线模型。

关键词

引用

@article{arxiv.2411.15186,
  title  = {Preliminary Evaluation of the Test-Time Training Layers in Recommendation System (Student Abstract)},
  author = {Tianyu Zhan and Zheqi Lv and Shengyu Zhang and Jiwei Li},
  journal= {arXiv preprint arXiv:2411.15186},
  year   = {2025}
}

备注

To be published in AAAI-25 Student Abstract and Poster Program