2025 "sequential recommendation" Papers

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Conference

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Paper Type

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Can LLMs Outshine Conventional Recommenders? A Comparative Evaluation

Qijiong Liu, Jieming Zhu, Lu Fan et al.

NeurIPS 2025posterarXiv:2503.05493

HPSERec: A Hierarchical Partitioning and Stepwise Enhancement Framework for Long-tailed Sequential Recommendation

Xiaolong Xu, Xudong Zhao, Haolong Xiang et al.

NeurIPS 2025poster

MTRec: Learning to Align with User Preferences via Mental Reward Models

Mengchen Zhao, Yifan Gao, Yaqing Hou et al.

NeurIPS 2025posterarXiv:2509.22807

On Efficiency-Effectiveness Trade-off of Diffusion-based Recommenders

Wenyu Mao, Jiancan Wu, Guoqing Hu et al.

NeurIPS 2025oralarXiv:2510.17245

SLMRec: Distilling Large Language Models into Small for Sequential Recommendation

Wujiang Xu, Qitian Wu, Zujie Liang et al.

ICLR 2025oralarXiv:2405.17890

Sparse Meets Dense: Unified Generative Recommendations with Cascaded Sparse-Dense Representations

Yuhao Yang, ZhI JI, Zhaopeng Li et al.

NeurIPS 2025posterarXiv:2503.02453

TV-Rec: Time-Variant Convolutional Filter for Sequential Recommendation

Yehjin Shin, Jeongwhan Choi, Seojin Kim et al.

NeurIPS 2025arXiv:2510.25259