UniResearch Community | Yan Xu | Activity https://community.uniresearch.ai/members/yanxu/activity/ Activity feed for Yan Xu. Fri, 11 Sep 2026 11:08:05 +0800 https://buddypress.org/?v=3.4.4 en-US 30 hourly 2 fd5b01140eac47d7c9a0e081c05d757b Yan Xu posted a new activity comment https://community.uniresearch.ai/news-feed/p/992/#acomment-1008 Wed, 09 Sep 2026 07:13:13 +0800 Ask lab outsiders whether they can quickly identify your core new element.

In reply to - Logan Morgan posted an update

Question

It can be tricky to articulate your real novelty. Some works bring genuinely new paradigms, others deliver solid incremental optimisations. How do you clearly […]

]]> 76c712be178925f76e3d5e69360ec181 Yan Xu posted an update: Paper Discussion Preprints grant fast access […] https://community.uniresearch.ai/news-feed/p/976/ Tue, 08 Sep 2026 09:13:33 +0800 Paper Discussion

Preprints grant fast access to cutting‑edge research, yet they have not passed formal peer review. What pitfalls should researchers watch out for when building literature surveys heavily based on preprint resources?

]]> 5 a67b4abc2d81ce70ace6a3dede550b4b Yan Xu posted an update: Repeated experiment failures are normal for […] https://community.uniresearch.ai/news-feed/p/852/ Wed, 02 Sep 2026 09:48:05 +0800 Repeated experiment failures are normal for most researchers. Systematically record variable adjustments, do root‑cause analysis and avoid emotional self‑blame during low‑output phases.

]]> 3 c5abe5107de1e479e59aa5d847f53ab1 Yan Xu posted a new activity comment https://community.uniresearch.ai/news-feed/p/608/#acomment-622 Tue, 25 Aug 2026 13:41:33 +0800 Watch out for test‑set leakage, which is still a surprisingly common pitfall in many public datasets.

In reply to - Ping Lu posted an update Finding good public datasets for method validation takes a lot of digging. What are your go‑to high‑quality open datasets for general‑purpose method benchmarking in your field? ]]>