MambaRec

Introduction

[CIKM 2025] Kelin Ren, Chan-Yang Ju, and Dong-Ho Lee(2025). Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation

Enviroment Requirement

• Python 3.8 (ubuntu20.04)
• Pytorch 1.11.0
• CUDA 11.3

Dataset

Download from Google Drive: Baby/Sports/Clothing
The data comprises text and image features extracted from Sentence-Transformers and CNN.

How to run

1. Place the downloaded data (e.g. baby) into the data directory.
2. Enter the src folder and execute the following command:
   python main.py -m MambaRec -d baby

Other parameters can be set either through the command line or by using the configuration files located in configs/model/MambaRec.yaml and configs/dataset/*.yaml.

Performance Comparison

Acknowledgement

The structure of this code is inspired by the MMRec framework. We acknowledge and appreciate their valuable contributions.