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Sharp Learning Bounds for Contrastive Unsupervised Representation Learning



Han Bao , Yoshihiro Nagano , Kento Nozawa


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Statistical Mechanical Analysis of Catastrophic Forgetting in Continual Learning with Teacher and Student Networks



Haruka Asanuma , Shiro Takagi , Yoshihiro Nagano , Yuki Yoshida , Yasuhiko Igarashi , Masato Okada

* 22 pages, 4 figures 

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A Differentiable Gaussian-like Distribution on Hyperbolic Space for Gradient-Based Learning



Yoshihiro Nagano , Shoichiro Yamaguchi , Yasuhiro Fujita , Masanori Koyama

* 17 pages, 12 figures 

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Concept Formation and Dynamics of Repeated Inference in Deep Generative Models



Yoshihiro Nagano , Ryo Karakida , Masato Okada

* 20 pages, 9 figures 

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