A3B2 adds uncertainty-aware dampening and asymmetric MoE-style adapters to balance image and text branches, outperforming 11 baselines on 11 few-shot datasets.
Language-image alignment with fixed text en- coders.arXiv preprint arXiv:2506.04209,
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A$_3$B$_2$: Adaptive Asymmetric Adapter for Alleviating Branch Bias in Vision-Language Image Classification with Few-Shot Learning
A3B2 adds uncertainty-aware dampening and asymmetric MoE-style adapters to balance image and text branches, outperforming 11 baselines on 11 few-shot datasets.