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Preprint Aug 2026

D3ER: Supporting Multi-Modal Recommendation via Disentangle and Distillation-based Dynamic Ensemble

Incorporating items'information shared among multiple modalities into a fused representation, multi-modal recommendation (MR) has demonstrated documented success than canonical unimodal recommendation. Although several attempts have been made to extract the discriminative information unique in each modality, existing m...

Bing-Nan Wang, Yi Li, Xiong-Xin Tang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Sample-Conditioned Representation Selection for Audio Few-Shot Learning

Few-shot audio classifiers may rely on foreground-background co-occurrences and fail when those correlations shift. On SpurAudio, the resulting representation shift is concentrated and class dependent: for ResNet12, the top 10 percent of channels explain 82.80 percent of the null-corrected shift contribution. We propos...

Feng-Rui Liu, Ning-Xin Shen, Yi Li et al. · 0 citations

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