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Swinburne University of Technology, Hefei University of Technology
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Stop reinforcing redundant information: CLEAR boosts multimodal recommendation by projecting representations onto a null space that suppresses shared semantics across modalities.
Listwise preference optimization for diffusion models (Diffusion-LPO) beats pairwise DPO baselines, finally unlocking the potential of richer ranked human feedback.
