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Bidirectional Attention Mechanism
Modality Alignment with Multi-scale Bilateral Attention for Multimodal Recommendation
Published:9/11/2025
Multimodal Recommendation SystemsFine-Grained Cross-Modal Association ModelingBidirectional Attention MechanismGlobal Distribution Consistency RegularizationDilated Refinement Attention Module
This study presents MambaRec, an innovative multimodal recommendation framework addressing finegrained crossmodal association modeling and global consistency issues through attentionguided learning. Its core contribution is the Dilated Refinement Attention Module, enhancing fu
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LLaDA-Rec: Discrete Diffusion for Parallel Semantic ID Generation in Generative Recommendation
Published:11/9/2025
Generative Recommendation SystemsDiscrete Diffusion FrameworkParallel Semantic ID GenerationBidirectional Attention MechanismAdaptive Sequence Generation
LLaDARec is a discrete diffusion framework for generative recommendation, addressing unidirectional constraints and error accumulation. By integrating bidirectional attention and adaptive generation order, it effectively models item dependencies, surpassing existing systems in r
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