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Jian-Po Li

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Review Open access Sep 2026

Counterfactual-Empowered Causal Analysis and Trustworthiness Verification for Recommendation Results

Recommender systems are widely used in e-commerce to alleviate information overload, yet the nonlinear decision mechanisms of neural recommenders make it difficult to verify whether an identified feature is genuinely responsible for a recommendation. To address this problem, this study proposes a counterfactual-empower...

Lu Li, Jia-Ji Wang, Jian-Po Li et al. · 0 citations

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