UniResearch Community | Hua Liao | Activity https://community.uniresearch.ai/members/hualiao/activity/ Activity feed for Hua Liao. Fri, 11 Sep 2026 11:08:05 +0800 https://buddypress.org/?v=3.4.4 en-US 30 hourly 2 12eeda27c5de349ed458102fab098c69 Hua Liao posted a new activity comment https://community.uniresearch.ai/news-feed/p/946/#acomment-964 Mon, 07 Sep 2026 12:26:23 +0800 Teams may tweak hyperparameters endlessly just to squeeze tiny metric gains.

In reply to - Wen Ren posted an update

Research Idea

Many research projects are heavily oriented toward leaderboard metrics. But leaderboard performance does not always translate to real‑world robustness. What negative […]

]]> 1ea84b0fa0ad3fa60b6169748a3a2ce7 Hua Liao posted a new activity comment https://community.uniresearch.ai/news-feed/p/904/#acomment-916 Thu, 03 Sep 2026 13:44:17 +0800 Reproducibility training should be added to graduate courses.

In reply to - Wu Tian posted an update

Paper Discussion

Research reproducibility remains a widespread challenge in multiple disciplines. Complete parameter recording, open‑source data sharing and strict experimental control […]

]]> c165f30eb17c0491c4aea78476e2413c Hua Liao posted a new activity comment https://community.uniresearch.ai/news-feed/p/627/#acomment-639 Wed, 26 Aug 2026 09:47:05 +0800 Many hiring and funding bodies still over‑simplify evaluation using raw citation numbers.

In reply to - Paul Moore posted an update Citation counts are widely used to evaluate research output. Yet high‑citation papers are not always the most rigorous, and solid niche work may get very few citations. How should we […] ]]>