https://cognaptus.com/tags/parameter-freezing/ Recent content in Parameter Freezing on Cognaptus Hugo -- 0.145.0 en-us Sun, 08 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-08-freeze-now-learn-faster-when-parameter-freezing-meets-pipeline-reality/ Sun, 08 Feb 2026 00:00:00 +0000 https://cognaptus.com/blog/2026-02-08-freeze-now-learn-faster-when-parameter-freezing-meets-pipeline-reality/ TimelyFreeze shows that parameter freezing only becomes a real training-speed lever when it is aligned with the pipeline schedule’s wall-clock bottlenecks.