21 citations · 44 across the 5 of their papers we have counts for
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cs.CL2023★ 1 cited
Language Models as Black-Box Optimizers for Vision-Language Models
Shihong Liu, Zhiqiu Lin, Samuel Yu +4
Vision-language models (VLMs) pre-trained on web-scale datasets have demonstrated remarkable capabilities on downstream tasks when fine-tuned with minimal data. However, many VLMs…
cs.CV2023★ 8 cited
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models
Zhiqiu Lin, Samuel Yu, Zhiyi Kuang +2
The ability to quickly learn a new task with minimal instruction - known as few-shot learning - is a central aspect of intelligent agents. Classical few-shot benchmarks make use of…