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cs.IR 1

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2025 1

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CONDITIONAL 1

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Causal-Invariant Cross-Domain Out-of-Distribution Recommendation

cs.IR · 2025-05-22 · conditional · novelty 6.0

CICDOR learns two causal DAGs for shared and domain-specific user preferences, uses an LLM guided by the FCI algorithm to extract confounders from reviews, and reports consistent accuracy gains over twelve baselines on Douban and Amazon.

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  • Causal-Invariant Cross-Domain Out-of-Distribution Recommendation cs.IR · 2025-05-22 · conditional · none · ref 7

    CICDOR learns two causal DAGs for shared and domain-specific user preferences, uses an LLM guided by the FCI algorithm to extract confounders from reviews, and reports consistent accuracy gains over twelve baselines on Douban and Amazon.