arxiv.org

ChronoID: Infusing Explicit Temporal Signals into Semantic IDs for Generative Recommendation (opens in new tab)

Semantic IDs are crucial in generative recommendation, but with a fundamental limitation: temporal information is not well incorporated into semantic IDs. Instead, time influences recommendation only implicitly (e.g., through session construction heuristics, preference alignment, or sequence order), while existing semantic ID learning remains entirely time-agnostic. This design conflates interactions occurring under distinct temporal contexts in...

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