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20222025
most citedHow Does Fine-Tuning Impact Out-of-Distribution Detection for Vision-Language Models?

31 citations · 71 across the 9 of their papers we have counts for

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cs.CV2022★ 31 cited

Delving into Out-of-Distribution Detection with Vision-Language Representations

Yifei Ming, Ziyang Cai, Jiuxiang Gu +3

Recognizing out-of-distribution (OOD) samples is critical for machine learning systems deployed in the open world. The vast majority of OOD detection methods are driven by a single…

cs.CV2022★ 1 cited

Are Vision Transformers Robust to Spurious Correlations?

Soumya Suvra Ghosal, Yifei Ming, Yixuan Li

Deep neural networks may be susceptible to learning spurious correlations that hold on average but not in atypical test samples. As with the recent emergence of vision transformer…