Author

Jin-Yu Guo

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Book Open access Jul 2026

Beyond the Single Path: Divergent Reasoning for LLM-based Recommendation

Divergent Reasoning for LLM-based Recommendation is proposed, which effectively mitigates the issue of reasoning path collapse, while improving both the accuracy and diversity of LLM-based recommendations.

Guo-Jia An, Jie Zou, Yu-Han Yang et al. · Annual International ACM SIG... · 1 citation

Preprint Aug 2026

Unlearning Is Not Just Erasing: Temporal Decoupling via Generation Inequality

ADU is presented, a fine-grained, training-based framework that shifts unlearning from token erasure to contextual attention-pathway decoupling, and achieves the strongest aggregate performance among evaluated baselines on the TOFU and WMDP benchmarks.

Xun-Lei Chen, Qirui Ye, Yuang Li et al. · 0 citations