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Jingwei Chen

4 accepted papers

2021

Necessary and Sufficient Conditions for Avoiding Reopenings in Best First Suboptimal Search with General Bounding Functions

AAAI 2021technical

Recent work introduced XDP and XUP priority functions for best-first bounded-suboptimal search that do not need to perform state re-expansions as long as the search heuristic is consistent. However, that work had several limitations that are rectified here. This paper analyzes the sufficiency and ne…

Cited by 19SourcePDFScholar
2019

Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation

ICCV 2019poster

Convolutional neural networks have been widely deployed in various application scenarios. In order to extend the applications' boundaries to some accuracy-crucial domains, researchers have been investigating approaches to boost accuracy through either deeper or wider network structures, which brings…

Cited by 1121PDFScholar
2019

SCAN: A Scalable Neural Networks Framework Towards Compact and Efficient Models

NeurIPS 2019poster

Remarkable achievements have been attained by deep neural networks in various applications. However, the increasing depth and width of such models also lead to explosive growth in both storage and computation, which has restricted the deployment of deep neural networks on resource-limited edge devic…