UniResearch Community | Jun Shen | Activity https://community.uniresearch.ai/members/junshen/activity/ Activity feed for Jun Shen. Fri, 11 Sep 2026 11:08:05 +0800 https://buddypress.org/?v=3.4.4 en-US 30 hourly 2 aacf16610dc4a7957352eae09836f78c Jun Shen posted a new activity comment https://community.uniresearch.ai/news-feed/p/961/#acomment-979 Tue, 08 Sep 2026 09:13:54 +0800 Backup to two physically separate storage locations.

In reply to - Madelyn posted an update

Method Help

Many researchers only organise data after paper acceptance. Poor archival practice creates reproducibility risks. What is your step‑by‑step routine to archive raw and […]

]]> 527a0032a13c2e791d74941703fc87e2 Jun Shen posted a new activity comment https://community.uniresearch.ai/news-feed/p/409/#acomment-441 Thu, 20 Aug 2026 14:14:27 +0800 I totally agree. I got burned last quarter, results looked great on one dataset but completely failed in real‑world validation. Always do quick bias checks!

In reply to - Nathan Phillips posted an update I’ve noticed many early‑stage researchers spend weeks picking suitable benchmarks. Some public datasets contain hidden distribution bias that can mislead model performance […] ]]>