This is the implementation of the "Collaborative LLMs and Small Recommender Models for Device-Cloud Recommendation"
@inproceedings{lv2025collaboration,
author = {Zheqi Lv and
Tianyu Zhan and
Wenjie Wang and
Xinyu Lin and
Shengyu Zhang and
Wenqiao Zhang and
Jiwei Li and
Kun Kuang and
Fei Wu},
title = {Collaboration of Large Language Models and Small Recommendation Models
for Device-Cloud Recommendation},
booktitle = {Proceedings of the 31st {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, V.1, {KDD} 2025, Toronto, ON, Canada, August 3-7,
2025},
pages = {962--973},
publisher = {{ACM}},
year = {2025},
url = {https://doi.org/10.1145/3690624.3709335},
doi = {10.1145/3690624.3709335},
}
LLM
bash train.sh
SRM
bash train_collaboration.sh
bash train_small_retrain.sh
set ratio
bash colla_test.sh
set ratio
python notebooks/test_filter_collaboration_dcc_t2.py