# Think Harder Where It Matters: Item-Level Adaptive Recursion for Sequential Recommendation

**Authors:** Zhanshuo Cao, Jiakai Tang, Yuqi Zhou, Sunhao Dai  
**Lab:** Renmin University · **Published:** 21 Oct 2026  
**Links:** [arXiv](https://arxiv.org/abs/2610.30128) · [PDF](https://arxiv.org/pdf/2610.30128) · [This page](https://omen-bit.github.io/ai-paper-daily/paper/2610.30128.html)

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