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Aryl: An Elastic Cluster Scheduler for Deep Learning



Jiamin Li , Hong Xu , Yibo Zhu , Zherui Liu , Chuanxiong Guo , Cong Wang


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More Behind Your Electricity Bill: a Dual-DNN Approach to Non-Intrusive Load Monitoring



Yu Zhang , Guoming Tang , Qianyi Huang , Yi Wang , Hong Xu

* 9 pages, 6 figures, 3 tables 

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Novel Slot Detection: A Benchmark for Discovering Unknown Slot Types in the Task-Oriented Dialogue System



Yanan Wu , Zhiyuan Zeng , Keqing He , Hong Xu , Yuanmeng Yan , Huixing Jiang , Weiran Xu

* ACL2021 
* Accepted by ACL2021 

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Modeling Discriminative Representations for Out-of-Domain Detection with Supervised Contrastive Learning



Zhiyuan Zeng , Keqing He , Yuanmeng Yan , Zijun Liu , Yanan Wu , Hong Xu , Huixing Jiang , Weiran Xu

* ACL2021 
* Accepted by ACL2021 

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Attention-guided Quality Assessment for Automated Cryo-EM Grid Screening



Hong Xu , Shireen Y. Elhabian , David E. Timm

* Accepted for publication in MICCAI 2020, the 23rd International Conference on Medical Image Computing and Computer Assisted Intervention 

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Simulating Performance of ML Systems with Offline Profiling



Hongming Huang , Peng Cheng , Hong Xu , Yongqiang Xiong

* Accepted to The MLOps 2020 workshop, colocated with MLSys 2020. 2 pages 

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MANELA: A Multi-Agent Algorithm for Learning Network Embeddings



Han Zhang , Hong Xu

* 11 pages, 4 figures, 5 tables 

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Model Asset eXchange: Path to Ubiquitous Deep Learning Deployment



Alex Bozarth , Brendan Dwyer , Fei Hu , Daniel Jalova , Karthik Muthuraman , Nick Pentreath , Simon Plovyt , Gabriela de Queiroz , Saishruthi Swaminathan , Patrick Titzler , Xin Wu , Hong Xu , Frederick R Reiss , Vijay Bommireddipalli

* Alex Bozarth et al. 2019. Model Asset eXchange: Path to Ubiquitous Deep Learning Deployment. In The 28th ACM International Conference on Information and Knowledge Management (CIKM '19) 
* 4 pages, 3 figures. Demo paper 

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Saec: Similarity-Aware Embedding Compression in Recommendation Systems



Xiaorui Wu , Hong Xu , Honglin Zhang , Huaming Chen , Jian Wang


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Stanza: Layer Separation for Distributed Training in Deep Learning



Xiaorui Wu , Hong Xu , Bo Li , Yongqiang Xiong

* 15 pages 

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