Zhao-Dian He

SA-RSQ: A Versatile Sparse Representation Framework for Multi-modal Recommender Systems

Deploying high-dimensional multimodal features in industrial recommender systems incurs substantial storage and latency overhead. Hard quantization is compact but introduces boundary distortion, whereas dense soft quantization couples representation quality to the limited storage budget. We propose Sparse Activation-ba...