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


Nov 24, 2022
Yifei Ming, Ziyang Cai, Jiuxiang Gu, Yiyou Sun, Wei Li, Yixuan Li

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* 36th Conference on Neural Information Processing Systems (NeurIPS 2022) 

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POEM: Out-of-Distribution Detection with Posterior Sampling


Jun 28, 2022
Yifei Ming, Ying Fan, Yixuan Li

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* Thirty-ninth International Conference on Machine Learning (2022) 
* ICML 2022 (Long Talk); First two authors contributed equally 

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Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment


May 23, 2022
Tuan Dinh, Jy-yong Sohn, Shashank Rajput, Timothy Ossowski, Yifei Ming, Junjie Hu, Dimitris Papailiopoulos, Kangwook Lee

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* 13 pages, 7 figures, 3 tables 

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Out-of-distribution Detection with Deep Nearest Neighbors


Apr 13, 2022
Yiyou Sun, Yifei Ming, Xiaojin Zhu, Yixuan Li

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* 16 pages, 5 figures 

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Are Vision Transformers Robust to Spurious Correlations?


Mar 17, 2022
Soumya Suvra Ghosal, Yifei Ming, Yixuan Li

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CIDER: Exploiting Hyperspherical Embeddings for Out-of-Distribution Detection


Mar 08, 2022
Yifei Ming, Yiyou Sun, Ousmane Dia, Yixuan Li

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On the Impact of Spurious Correlation for Out-of-distribution Detection


Sep 12, 2021
Yifei Ming, Hang Yin, Yixuan Li

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Efficient Exploration for Model-based Reinforcement Learning with Continuous States and Actions


Nov 20, 2020
Ying Fan, Yifei Ming

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