Search Results for author: Wendy Kan

Found 2 papers, 1 papers with code

Reducing Training Sample Memorization in GANs by Training with Memorization Rejection

1 code implementation21 Oct 2022 Andrew Bai, Cho-Jui Hsieh, Wendy Kan, Hsuan-Tien Lin

In this paper, we propose memorization rejection, a training scheme that rejects generated samples that are near-duplicates of training samples during training.

Generative Adversarial Network Memorization

A Large-scale Study on Training Sample Memorization in Generative Modeling

no code implementations1 Jan 2021 Ching-Yuan Bai, Hsuan-Tien Lin, Colin Raffel, Wendy Kan

Many recent developments on generative models for natural images have relied on heuristically-motivated metrics that can be easily gamed by memorizing a small sample from the true distribution or training a model directly to improve the metric.

Benchmarking Memorization

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