# Can Test-Time Memory Evolution Outperform Test-Time Training for Scientific Discovery?

**Authors:** Yepeng Liu, Shengmai Chen, Xuandong Zhao, Chengzhi Liu  
**Lab:** University of California, Santa Barbara · **Published:** 22 Oct 2026  
**Links:** [arXiv](https://arxiv.org/abs/2610.32046) · [PDF](https://arxiv.org/pdf/2610.32046) · [This page](https://omen-bit.github.io/ai-paper-daily/paper/2610.32046.html)

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