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cs.CV2022★ 1 cited
Unified Normalization for Accelerating and Stabilizing Transformers
Qiming Yang, Kai Zhang, Chaoxiang Lan +5
Solid results from Transformers have made them prevailing architectures in various natural language and vision tasks. As a default component in Transformers, Layer Normalization (L…
cs.CV2021
Improving Ranking Correlation of Supernet with Candidates Enhancement and Progressive Training
Ziwei Yang, Ruyi Zhang, Zhi Yang +3
One-shot neural architecture search (NAS) applies weight-sharing supernet to reduce the unaffordable computation overhead of automated architecture designing. However, the weight-s…
cs.CV2021
Cascade Bagging for Accuracy Prediction with Few Training Samples
Ruyi Zhang, Ziwei Yang, Zhi Yang +3
Accuracy predictor is trained to predict the validation accuracy of an network from its architecture encoding. It can effectively assist in designing networks and improving Neural…