Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding.
Yunjia Xi|Hangyu Wang|Bo Chen|Jianghao Lin|Menghui Zhu|Weiwen Liu|Ruiming Tang|Zhewei Wei|Weinan Zhang|Yong Yu
| Anthology ID: | DBLP:conf/sigir/XiWCLZLTW0025 |
|---|---|
| Volume: | Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025 |
| Year: | 2025 |
| Venue: | Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) |
| Publisher: | ACM |
| Pages: | 1891-1901 |
| URL: | https://doi.org/10.1145/3726302.3729961 |
| DOI: | https://doi.org/10.1145/3726302.3729961 |
| DBLP: | conf/sigir/XiWCLZLTW0025 |
| BibTeX: |
@inproceedings{xi-2025-efficiency,
author = {Yunjia Xi and
Hangyu Wang and
Bo Chen and
Jianghao Lin and
Menghui Zhu and
Weiwen Liu and
Ruiming Tang and
Zhewei Wei and
Weinan Zhang and
Yong Yu},
editor = {Nicola Ferro and
Maria Maistro and
Gabriella Pasi and
Omar Alonso and
Andrew Trotman and
Suzan Verberne},
title = {{Efficiency Unleashed: Inference Acceleration for LLM-based Recommender Systems with Speculative Decoding}},
booktitle = {{Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025}},
pages = {1891--1901},
publisher = {ACM},
year = {2025},
url = {https://doi.org/10.1145/3726302.3729961},
doi = {https://doi.org/10.1145/3726302.3729961}
}