200 citations · 296 across the 6 of their papers we have counts for
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cs.LG2022
Contrastive Regularization for Semi-Supervised Learning
Doyup Lee, Sungwoong Kim, Ildoo Kim +3
Consistency regularization on label predictions becomes a fundamental technique in semi-supervised learning, but it still requires a large number of training iterations for high pe…
cs.LG2020★ 5 cited
Soft Labeling Affects Out-of-Distribution Detection of Deep Neural Networks
Doyup Lee, Yeongjae Cheon
Soft labeling becomes a common output regularization for generalization and model compression of deep neural networks. However, the effect of soft labeling on out-of-distribution (…
cs.LG2019★ 5 cited
Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding
Doyup Lee, Suehun Jung, Yeongjae Cheon +2
Short-term demand forecasting models commonly combine convolutional and recurrent layers to extract complex spatiotemporal patterns in data. Long-term histories are also used to co…