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Masashi Sugiyama

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Diversified Outlier Exposure for Out-of-Distribution Detection via Informative Extrapolation

Oct 21, 2023
Jianing Zhu, Geng Yu, Jiangchao Yao, Tongliang Liu, Gang Niu, Masashi Sugiyama, Bo Han

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Atom-Motif Contrastive Transformer for Molecular Property Prediction

Oct 11, 2023
Wentao Yu, Shuo Chen, Chen Gong, Gang Niu, Masashi Sugiyama

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Binary Classification with Confidence Difference

Oct 09, 2023
Wei Wang, Lei Feng, Yuchen Jiang, Gang Niu, Min-Ling Zhang, Masashi Sugiyama

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Thompson Exploration with Best Challenger Rule in Best Arm Identification

Oct 01, 2023
Jongyeong Lee, Junya Honda, Masashi Sugiyama

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Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks

Sep 29, 2023
Hao Chen, Jindong Wang, Ankit Shah, Ran Tao, Hongxin Wei, Xing Xie, Masashi Sugiyama, Bhiksha Raj

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Unified Risk Analysis for Weakly Supervised Learning

Sep 15, 2023
Chao-Kai Chiang, Masashi Sugiyama

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Thompson Sampling for Real-Valued Combinatorial Pure Exploration of Multi-Armed Bandit

Aug 20, 2023
Shintaro Nakamura, Masashi Sugiyama

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Multi-Label Knowledge Distillation

Aug 12, 2023
Penghui Yang, Ming-Kun Xie, Chen-Chen Zong, Lei Feng, Gang Niu, Masashi Sugiyama, Sheng-Jun Huang

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Distribution Shift Matters for Knowledge Distillation with Webly Collected Images

Jul 21, 2023
Jialiang Tang, Shuo Chen, Gang Niu, Masashi Sugiyama, Chen Gong

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Diversity-enhancing Generative Network for Few-shot Hypothesis Adaptation

Jul 12, 2023
Ruijiang Dong, Feng Liu, Haoang Chi, Tongliang Liu, Mingming Gong, Gang Niu, Masashi Sugiyama, Bo Han

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