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Excess risk analysis for epistemic uncertainty with application to variational inference


Jun 02, 2022
Futoshi Futami, Tomoharu Iwata, Naonori Ueda, Issei Sato, Masashi Sugiyama


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Analyzing Lottery Ticket Hypothesis from PAC-Bayesian Theory Perspective


May 15, 2022
Keitaro Sakamoto, Issei Sato


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Goldilocks-curriculum Domain Randomization and Fractal Perlin Noise with Application to Sim2Real Pneumonia Lesion Detection


Apr 29, 2022
Takahiro Suzuki, Shouhei Hanaoka, Issei Sato


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Neural Lagrangian Schrödinger Bridge


Apr 19, 2022
Takeshi Koshizuka, Issei Sato


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Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey


Apr 18, 2022
Kento Nozawa, Issei Sato

* The extended version of "Kento Nozawa and Issei Sato. Evaluation Methods for Representation Learning: A Survey. In IJCAI-ECAI Survey Track, 2022." 

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Neural Lagrangian Schrödinger bridge


Apr 11, 2022
Takeshi Koshizuka, Issei Sato


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A Closer Look at Prototype Classifier for Few-shot Image Classification


Nov 02, 2021
Mingcheng Hou, Issei Sato

* 10 pages with 6 appendix section 

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Disentanglement Analysis with Partial Information Decomposition


Aug 31, 2021
Seiya Tokui, Issei Sato


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Loss function based second-order Jensen inequality and its application to particle variational inference


Jun 10, 2021
Futoshi Futami, Tomoharu Iwata, Naonori Ueda, Issei Sato, Masashi Sugiyama


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