Training-Free AI on Cognaptus https://cognaptus.com/tags/training-free-ai/ Recent content in Training-Free AI on Cognaptus Hugo -- 0.145.0 en-us Sun, 23 Nov 2025 00:00:00 +0000 One-Shot, No Drama: Why Training-Free Federated VLMs Might Actually Work https://cognaptus.com/blog/2025-11-23-oneshot-no-drama-why-trainingfree-federated-vlms-might-actually-work/ Sun, 23 Nov 2025 00:00:00 +0000 https://cognaptus.com/blog/2025-11-23-oneshot-no-drama-why-trainingfree-federated-vlms-might-actually-work/ TOFA shows how federated vision-language adaptation can trade iterative training for one-shot statistical exchange, global prompt alignment, and confidence-aware fusion.