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📄 ResearchAugust 13, 2026

FSGR: Mitigating Token Frequency Bias for Fair SID-Based Generative Recommendation

Semantic ID (SID)-based generative recommendation has recently achieved remarkable success. However, existing methods suffer from a previously overlooked fairness issue, which we term \textbf{Token Frequency Bias}, where high-frequency SID tokens are systematically over-predicted while low-frequency...

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Source

http://arxiv.org/abs/2608.12845v1