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Learning Sampling Policy for Faster Derivative Free Optimization


Apr 09, 2021
Zhou Zhai, Bin Gu, Heng Huang

* arXiv admin note: text overlap with arXiv:1910.09464 by other authors 

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Data Augmentation for Object Detection via Differentiable Neural Rendering


Apr 05, 2021
Guanghan Ning, Guang Chen, Chaowei Tan, Si Luo, Liefeng Bo, Heng Huang

* 15 pages, 15 figures 

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Doubly Contrastive Deep Clustering


Mar 09, 2021
Zhiyuan Dang, Cheng Deng, Xu Yang, Heng Huang

* 9 pages, 5 figures 

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Secure Bilevel Asynchronous Vertical Federated Learning with Backward Updating


Mar 01, 2021
Qingsong Zhang, Bin Gu, Cheng Deng, Heng Huang

* Accepted by AAAI 2021, 46 pages, 7 figs 

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Optimizing Large-Scale Hyperparameters via Automated Learning Algorithm


Feb 17, 2021
Bin Gu, Guodong Liu, Yanfu Zhang, Xiang Geng, Heng Huang


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A New Framework for Variance-Reduced Hamiltonian Monte Carlo


Feb 09, 2021
Zhengmian Hu, Feihu Huang, Heng Huang


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Double Momentum SGD for Federated Learning


Feb 08, 2021
An Xu, Heng Huang


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H2NF-Net for Brain Tumor Segmentation using Multimodal MR Imaging: 2nd Place Solution to BraTS Challenge 2020 Segmentation Task


Dec 30, 2020
Haozhe Jia, Weidong Cai, Heng Huang, Yong Xia

* Accepted by MICCAI BrainLesion Workshop 2020 

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CommPOOL: An Interpretable Graph Pooling Framework for Hierarchical Graph Representation Learning


Dec 10, 2020
Haoteng Tang, Guixiang Ma, Lifang He, Heng Huang, Liang Zhan


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A Deep Drift-Diffusion Model for Image Aesthetic Score Distribution Prediction


Oct 15, 2020
Xin Jin, Xiqiao Li, Heng Huang, Xiaodong Li, Xinghui Zhou

* 13 pages, 8 pages 

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Gradient Descent Ascent for Min-Max Problems on Riemannian Manifold


Oct 13, 2020
Feihu Huang, Shangqian Gao, Heng Huang

* 29 pages 

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Improved Bilevel Model: Fast and Optimal Algorithm with Theoretical Guarantee


Sep 01, 2020
Junyi Li, Bin Gu, Heng Huang

* submitted to ICML2020 

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Periodic Stochastic Gradient Descent with Momentum for Decentralized Training


Aug 24, 2020
Hongchang Gao, Heng Huang


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Adaptive Serverless Learning


Aug 24, 2020
Hongchang Gao, Heng Huang


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Accelerated Zeroth-Order Momentum Methods from Mini to Minimax Optimization


Aug 18, 2020
Feihu Huang, Shangqian Gao, Jian Pei, Heng Huang

* 55 pages 

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Privacy-Preserving Asynchronous Federated Learning Algorithms for Multi-Party Vertically Collaborative Learning


Aug 14, 2020
Bin Gu, An Xu, Zhouyuan Huo, Cheng Deng, Heng Huang


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Federated Doubly Stochastic Kernel Learning for Vertically Partitioned Data


Aug 14, 2020
Bin Gu, Zhiyuan Dang, Xiang Li, Heng Huang


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Training Faster with Compressed Gradient


Aug 13, 2020
An Xu, Zhouyuan Huo, Heng Huang


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Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization


Aug 10, 2020
Feihu Huang, Songcan Chen, Heng Huang

* Published in ICML 2019, 43 pages. arXiv admin note: text overlap with arXiv:1907.13463 

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Momentum-Based Policy Gradient Methods


Aug 06, 2020
Feihu Huang, Shangqian Gao, Jian Pei, Heng Huang

* ICML 2020, 24 pages 

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BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture


Jul 06, 2020
Tiange Xiang, Chaoyi Zhang, Dongnan Liu, Yang Song, Heng Huang, Weidong Cai

* 10 pages, 4 figures, MICCAI2020 

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Fast OSCAR and OWL Regression via Safe Screening Rules


Jun 29, 2020
Runxue Bao, Bin Gu, Heng Huang


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Faster Secure Data Mining via Distributed Homomorphic Encryption


Jun 17, 2020
Junyi Li, Heng Huang


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Unsupervised Instance Segmentation in Microscopy Images via Panoptic Domain Adaptation and Task Re-weighting


May 05, 2020
Dongnan Liu, Donghao Zhang, Yang Song, Fan Zhang, Lauren O'Donnell, Heng Huang, Mei Chen, Weidong Cai

* Accepted by CVPR2020 

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Exploit Where Optimizer Explores via Residuals


Apr 11, 2020
An Xu, Zhouyuan Huo, Heng Huang


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Optimal Gradient Quantization Condition for Communication-Efficient Distributed Training


Feb 25, 2020
An Xu, Zhouyuan Huo, Heng Huang


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Cell R-CNN V3: A Novel Panoptic Paradigm for Instance Segmentation in Biomedical Images


Feb 15, 2020
Dongnan Liu, Donghao Zhang, Yang Song, Heng Huang, Weidong Cai

* 13 pages, 10 figures 

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