A Gaussian-distribution graph adapter plus an uncertainty-weighted ensemble of three pre-trained models improves few-shot image classification accuracy across 11 datasets.
SuS-X: Training-free name- only transfer of vision-language models,
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Beyond Graph Model: Reliable VLM Fine-Tuning via Random Graph Adapter
A Gaussian-distribution graph adapter plus an uncertainty-weighted ensemble of three pre-trained models improves few-shot image classification accuracy across 11 datasets.