173 citations · 383 across the 11 of their papers we have counts for
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cs.CV2022★ 82 cited
Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning
Ting Chen, Ruixiang Zhang, Geoffrey Hinton
We present Bit Diffusion: a simple and generic approach for generating discrete data with continuous state and continuous time diffusion models. The main idea behind our approach i…
cs.CV2020★ 4 cited
Improving unsupervised anomaly localization by applying multi-scale memories to autoencoders
Yifei Yang, Shibing Xiang, Ruixiang Zhang
Autoencoder and its variants have been widely applicated in anomaly detection.The previous work memory-augmented deep autoencoder proposed memorizing normality to detect anomaly, h…
cs.CV2019★ 34 cited
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models
Tong Che, Xiaofeng Liu, Site Li +4
AI Safety is a major concern in many deep learning applications such as autonomous driving. Given a trained deep learning model, an important natural problem is how to reliably ver…