https://cognaptus.com/tags/domain-adaptation/ Recent content in Domain Adaptation on Cognaptus Hugo -- 0.145.0 en-us Wed, 31 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-31-the-invariance-trap-why-matching-distributions-can-break-your-model/ Wed, 31 Dec 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-12-31-the-invariance-trap-why-matching-distributions-can-break-your-model/ Why symmetric domain alignment can erase useful information—and how directional simulation offers a safer objective for transfer learning.