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Takumi Nakagawa

Scaling-based Data Augmentation for Generative Models and its Theoretical Extension

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Oct 28, 2024
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Robust VAEs via Generating Process of Noise Augmented Data

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Jul 26, 2024
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Denoising Cosine Similarity: A Theory-Driven Approach for Efficient Representation Learning

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Apr 19, 2023
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Towards Understanding the Mechanism of Contrastive Learning via Similarity Structure: A Theoretical Analysis

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Apr 01, 2023
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