Deciding When to Rely on Visual Information: Gated Multimodal Fusion in Sequential Recommendation

Multimodal sequential recommender systems commonly fuse visual and collaborative signals uniformly, treating visual features as generically informative regardless of item or user context. We argue that visual utility, defined as the contribution of visual signals to recommendation quality, is a late...