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Yuan Cao

Hefei National Laboratory for Physical Sciences at Microscale and Department of Modern Physics, University of Science and Technology of China, Hefei, China, Shanghai Branch, CAS Center for Excellence in Quantum Information and Quantum Physics, University of Science and Technology of China, Shanghai, China, Shanghai Research Center for Quantum Sciences, Shanghai, China

SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems


Oct 13, 2021
Harrison Lee, Raghav Gupta, Abhinav Rastogi, Yuan Cao, Bin Zhang, Yonghui Wu


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Efficient and Private Federated Learning with Partially Trainable Networks


Oct 06, 2021
Hakim Sidahmed, Zheng Xu, Ankush Garg, Yuan Cao, Mingqing Chen


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Towards Zero-Label Language Learning


Sep 19, 2021
Zirui Wang, Adams Wei Yu, Orhan Firat, Yuan Cao


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Effective Sequence-to-Sequence Dialogue State Tracking


Sep 08, 2021
Jeffrey Zhao, Mahdis Mahdieh, Ye Zhang, Yuan Cao, Yonghui Wu

* Accepted at EMNLP 2021 

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Understanding the Generalization of Adam in Learning Neural Networks with Proper Regularization


Aug 25, 2021
Difan Zou, Yuan Cao, Yuanzhi Li, Quanquan Gu

* 42 pages, 2 figures and 1 table 

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SimVLM: Simple Visual Language Model Pretraining with Weak Supervision


Aug 24, 2021
Zirui Wang, Jiahui Yu, Adams Wei Yu, Zihang Dai, Yulia Tsvetkov, Yuan Cao


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A Comprehensive Survey on Image Dehazing Based on Deep Learning


Jun 07, 2021
Jie Gui, Xiaofeng Cong, Yuan Cao, Wenqi Ren, Jun Zhang, Jing Zhang, Dacheng Tao

* Paper accepted at IJCAI 2021 (Survey Track) 

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Risk Bounds for Over-parameterized Maximum Margin Classification on Sub-Gaussian Mixtures


Apr 28, 2021
Yuan Cao, Quanquan Gu, Mikhail Belkin

* 35 pages, 3 figures 

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Single-photon imaging over 200 km


Mar 10, 2021
Zheng-Ping Li, Jun-Tian Ye, Xin Huang, Peng-Yu Jiang, Yuan Cao, Yu Hong, Chao Yu, Jun Zhang, Qiang Zhang, Cheng-Zhi Peng, Feihu Xu, Jian-Wei Pan

* Having been published in Optica 8, 344-349 (2021) 
* 6 pages, 6 figures 

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Improving Longer-range Dialogue State Tracking


Feb 27, 2021
Ye Zhang, Yuan Cao, Mahdis Mahdieh, Jefferey Zhao, Yonghui Wu

* 10 pages 

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Echo State Speech Recognition


Feb 18, 2021
Harsh Shrivastava, Ankush Garg, Yuan Cao, Yu Zhang, Tara Sainath


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Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise


Jan 14, 2021
Spencer Frei, Yuan Cao, Quanquan Gu

* 29 pages, 9 figures 

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Towards NNGP-guided Neural Architecture Search


Nov 11, 2020
Daniel S. Park, Jaehoon Lee, Daiyi Peng, Yuan Cao, Jascha Sohl-Dickstein

* 13 + 6 pages, 19 figures; open-source code available at https://github.com/google-research/google-research/tree/master/nngp_nas 

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The geometry of integration in text classification RNNs


Oct 28, 2020
Kyle Aitken, Vinay V. Ramasesh, Ankush Garg, Yuan Cao, David Sussillo, Niru Maheswaranathan

* 9+19 pages, 30 figures 

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Rapid Domain Adaptation for Machine Translation with Monolingual Data


Oct 23, 2020
Mahdis Mahdieh, Mia Xu Chen, Yuan Cao, Orhan Firat


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Deciphering Undersegmented Ancient Scripts Using Phonetic Prior


Oct 21, 2020
Jiaming Luo, Frederik Hartmann, Enrico Santus, Yuan Cao, Regina Barzilay

* TACL 2020, pre-MIT Press publication version 

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Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual Models


Oct 12, 2020
Zirui Wang, Yulia Tsvetkov, Orhan Firat, Yuan Cao


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Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins


Oct 01, 2020
Spencer Frei, Yuan Cao, Quanquan Gu

* 24 pages, 1 table 

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Agnostic Learning of a Single Neuron with Gradient Descent


Jun 11, 2020
Spencer Frei, Yuan Cao, Quanquan Gu

* 28 pages, 3 tables 

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Leveraging Monolingual Data with Self-Supervision for Multilingual Neural Machine Translation


May 11, 2020
Aditya Siddhant, Ankur Bapna, Yuan Cao, Orhan Firat, Mia Chen, Sneha Kudugunta, Naveen Arivazhagan, Yonghui Wu

* ACL 2020 

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Your GAN is Secretly an Energy-based Model and You Should use Discriminator Driven Latent Sampling


Mar 24, 2020
Tong Che, Ruixiang Zhang, Jascha Sohl-Dickstein, Hugo Larochelle, Liam Paull, Yuan Cao, Yoshua Bengio


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Echo State Neural Machine Translation


Feb 27, 2020
Ankush Garg, Yuan Cao, Qi Ge


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Mean-Field Analysis of Two-Layer Neural Networks: Non-Asymptotic Rates and Generalization Bounds


Feb 10, 2020
Zixiang Chen, Yuan Cao, Quanquan Gu, Tong Zhang

* 50 pages, 1 table 

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Fully-hierarchical fine-grained prosody modeling for interpretable speech synthesis


Feb 06, 2020
Guangzhi Sun, Yu Zhang, Ron J. Weiss, Yuan Cao, Heiga Zen, Yonghui Wu

* to appear in ICASSP 2020 

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Generating diverse and natural text-to-speech samples using a quantized fine-grained VAE and auto-regressive prosody prior


Feb 06, 2020
Guangzhi Sun, Yu Zhang, Ron J. Weiss, Yuan Cao, Heiga Zen, Andrew Rosenberg, Bhuvana Ramabhadran, Yonghui Wu

* To appear in ICASSP 2020 

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Towards Understanding the Spectral Bias of Deep Learning


Dec 03, 2019
Yuan Cao, Zhiying Fang, Yue Wu, Ding-Xuan Zhou, Quanquan Gu

* 26 pages, 4 figures 

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