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Towards Hyperparameter-free Policy Selection for Offline Reinforcement Learning



Siyuan Zhang , Nan Jiang

* NeurIPS 2021 

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Microphone Array Generalization for Multichannel Narrowband Deep Speech Enhancement



Siyuan Zhang , Xiaofei Li

* Submitted to Interspeech Conference 2021 

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A feature-supervised generative adversarial network for environmental monitoring during hazy days



Ke Wang , Siyuan Zhang , Junlan Chen , Fan Ren , Lei Xiao


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Joint Embedding in Named Entity Linking on Sentence Level



Wei Shi , Siyuan Zhang , Zhiwei Zhang , Hong Cheng , Jeffrey Xu Yu


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A Poisson-Gaussian Denoising Dataset with Real Fluorescence Microscopy Images



Yide Zhang , Yinhao Zhu , Evan Nichols , Qingfei Wang , Siyuan Zhang , Cody Smith , Scott Howard

* 13 pages, 7 figures, 5 tables 

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Deep Learning Based Instance Segmentation in 3D Biomedical Images Using Weak Annotation



Zhuo Zhao , Lin Yang , Hao Zheng , Ian H. Guldner , Siyuan Zhang , Danny Z. Chen

* Accepted by MICCAI 2018 

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Suggestive Annotation: A Deep Active Learning Framework for Biomedical Image Segmentation



Lin Yang , Yizhe Zhang , Jianxu Chen , Siyuan Zhang , Danny Z. Chen

* Accepted at MICCAI 2017 

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