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机器学习学术速递2[01.19]

角动量 2021/1/19 759
【20】 Reproducing Activation Function for Deep Learning
标题:用于深度学习的再生激活函数
作者:Senwei Liang,Liyao Lyu,Chunmei Wang,Haizhao Yang
链接:https://arxiv.org/abs/2101.04844

【21】 Energy-Efficient Distributed Learning Algorithms for Coarsely Quantized Signals
标题:一种能量高效的粗量化信号分布式学习算法
作者:A. Danaee,R. C. de **re,V. H. Nascimento
备注:5 pages, 4 figures. arXiv admin note: substantial text overlap with arXiv:2012.10939
链接:https://arxiv.org/abs/2101.04824

【22】 Personalized Federated Deep Learning for Pain Estimation From Face Images
标题:个性化联合深度学习在人脸图像疼痛估计中的应用
作者:Ognjen Rudovic,Nicolas Tobis,Sebastian Kaltwang,Björn Schuller,Daniel Rueckert,Jeffrey F. Cohn,Rosalind W. Picard
机构:Massachusetts Institute of Technology, MA, USA,Imperial College London, UK, PA, USA
备注:12 pages, 6 figures
链接:https://arxiv.org/abs/2101.04800

【23】 Forecasting glycaemia in Type 1 Diabetes Mellitus with univariate ML algorithms
标题:用单变量最大似然算法预测1型糖尿病患者的血糖
作者:Ignacio Rodriguez
备注:8 pages, 1 figure
链接:https://arxiv.org/abs/2101.04770

【24】 Linear Representation Meta-Reinforcement Learning for Instant Adaptation
标题:用于即时自适应的线性表示元强化学习
作者:Matt Peng,Banghua Zhu,Jiantao Jiao
链接:https://arxiv.org/abs/2101.04750

【25】 Convolutional Neural Network Simplification with Progressive Retraining
标题:基于渐进式再训练的卷积神经网络简化
作者:D. Osaku,J. F. Gomes,A. X. Falcão
备注:7 pages, 4 figures. This paper was submitted to Pattern Recognition Letters
链接:https://arxiv.org/abs/2101.04699

【26】 Random Fourier Feature Based Deep Learning for Wireless Communications
标题:基于随机傅立叶特征的深度学习在无线通信中的应用
作者:Rangeet Mitra,Georges Kaddoum
备注:12 pages, 6 figures
链接:https://arxiv.org/abs/2101.05254

【27】 Solving Min-Max Optimization with Hidden Structure via Gradient Descent Ascent
标题:用梯度下降法求解隐含结构的Min-Max优化问题
作者:Lampros Flokas,Emmanouil-Vasileios Vlatakis-Gkaragkounis,Georgios Piliouras
机构:Emmanouil. Vlatakis-Gkaragkounis, Columbia University, New York, NY , Engineering Systems and Design, Singapore University of Technology and Design, January 
链接:https://arxiv.org/abs/2101.05248

【28】 On Misspecification in Prediction Problems and Robustness via Improper Learning
标题:预测问题中的误指定与非正当学习的稳健性
作者:John Duchi,Annie Marsden,Gregory Valiant
机构:Gregory valiantt, Stanford University
备注:28 pages, 6 figures
链接:https://arxiv.org/abs/2101.05234

【29】 Robust CUR Decomposition: Theory and Imaging Applications
标题:稳健CURR分解:理论与成像应用
作者:HanQin Cai,Keaton Hamm,Longxiu Huang,Deanna Needell
链接:https://arxiv.org/abs/2101.05231

【30】 Big Self-Supervised Models Advance Medical Image Classification
标题:大自监督模型在医学图像分类中的应用
作者:Shekoofeh Azizi,Basil Mustafa,Fiona Ryan,Zachary Beaver,Jan Freyberg,Jonathan Deaton,Aaron Loh,Alan Karthikesalingam,Simon Kornblith,Ting Chen,Vivek Natarajan,Mohammad Norouzi
机构:Google Research and Health
链接:https://arxiv.org/abs/2101.05224

【31】 On the human-recognizability phenomenon of adversarially trained deep image classifiers
标题:论对抗性训练的深层图像分类器的人类可识别性现象
作者:Jonathan Helland,Nathan VanHoudnos
机构:Software Engineering Institute, Carnegie Mellon University
备注:None
链接:https://arxiv.org/abs/2101.05219

【32】 Similarity-based prediction for channel mapping and user positioning
标题:用于信道映射和用户定位的基于相似度的预测
作者:Luc Le Magoarou
链接:https://arxiv.org/abs/2101.05217

【33】 AttentionLite: Towards Efficient Self-Attention Models for Vision
标题:AttentionLite:走向高效的视觉自我注意模式
作者:Souvik Kundu,Sairam Sundaresan
备注:5 pages, 3 figures, 2 tables
链接:https://arxiv.org/abs/2101.05216

【34】 UCNN: A Convolutional Strategy on Unstructured Mesh
标题:UCNN:一种非结构网格的卷积策略
作者:Mengfei Xu,Shufang Song,Xuxiang Sun,Weiwei Zhang
链接:https://arxiv.org/abs/2101.05207

【35】 Deep Learning Assisted Calibrated Beam Training for Millimeter-Wave Communication Systems
标题:深度学习辅助毫米波通信系统校准波束训练
作者:Ke Ma,Dongxuan He,Hancun Sun,Zhaocheng Wang,Sheng Chen
链接:https://arxiv.org/abs/2101.05206

【36】 Optimisation of Spectral Wavelets for Persistence-based Graph Classification
标题:基于持久化的图分类中谱小波的优化
作者:Ka Man Yim,Jacob Leygonie
链接:https://arxiv.org/abs/2101.05201

【37】 Self-Supervised Vessel Enhancement Using Flow-Based Consistencies
标题:使用基于流的一致性的自监督血管增强
作者:Rohit Jena,Sumedha Singla,Kayhan Batmanghelich
机构: Carnegie Mellon University, University of Pittsburgh
链接:https://arxiv.org/abs/2101.05145

【38】 Overlapping Community Detection in Temporal Text Networks
标题:时态文本网络中的重叠社区检测
作者:Shuhan Yan,Yuting Jia,Xinbing Wang
机构:Shanghai Jiaotong University, January 
备注:13 pages, 7 figures
链接:https://arxiv.org/abs/2101.05137

【39】 Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis
标题:利用结构化生物学知识进行反事实推理:病毒致病机制的个案研究
作者:Jeremy Zucker,Kaushal Paneri,Sara Mohammad-Taheri,Somya Bhargava,Pallavi Kolambkar,Craig Bakker,Jeremy Teuton,Charles Tapley Hoyt,Kristie Oxford,Robert Ness,Olga Vitek
备注:In proceeding of IEEE, Transactions on Big Data
链接:https://arxiv.org/abs/2101.05136

【40】 DAEs for Linear Inverse Problems: Improved Recovery with Provable Guarantees
标题:线性反问题的DAE:具有可证明保证的改进恢复
作者:Jasjeet Dhaliwal,Kyle Hambrook
链接:https://arxiv.org/abs/2101.05130


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Jack20
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2021/1/19 20:48

2021/1/20 00:03

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2021/1/30 19:10

mark一下

2021/1/30 19:12

学习一下

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[其他] 机器学习学术速递2[01.19]

【20】 Reproducing Activation Function for Deep Learning
标题:用于深度学习的再生激活函数
作者:Senwei Liang,Liyao Lyu,Chunmei Wang,Haizhao Yang
链接:https://arxiv.org/abs/2101.04844

【21】 Energy-Efficient Distributed Learning Algorithms for Coarsely Quantized Signals
标题:一种能量高效的粗量化信号分布式学习算法
作者:A. Danaee,R. C. de **re,V. H. Nascimento
备注:5 pages, 4 figures. arXiv admin note: substantial text overlap with arXiv:2012.10939
链接:https://arxiv.org/abs/2101.04824

【22】 Personalized Federated Deep Learning for Pain Estimation From Face Images
标题:个性化联合深度学习在人脸图像疼痛估计中的应用
作者:Ognjen Rudovic,Nicolas Tobis,Sebastian Kaltwang,Björn Schuller,Daniel Rueckert,Jeffrey F. Cohn,Rosalind W. Picard
机构:Massachusetts Institute of Technology, MA, USA,Imperial College London, UK, PA, USA
备注:12 pages, 6 figures
链接:https://arxiv.org/abs/2101.04800

【23】 Forecasting glycaemia in Type 1 Diabetes Mellitus with univariate ML algorithms
标题:用单变量最大似然算法预测1型糖尿病患者的血糖
作者:Ignacio Rodriguez
备注:8 pages, 1 figure
链接:https://arxiv.org/abs/2101.04770

【24】 Linear Representation Meta-Reinforcement Learning for Instant Adaptation
标题:用于即时自适应的线性表示元强化学习
作者:Matt Peng,Banghua Zhu,Jiantao Jiao
链接:https://arxiv.org/abs/2101.04750

【25】 Convolutional Neural Network Simplification with Progressive Retraining
标题:基于渐进式再训练的卷积神经网络简化
作者:D. Osaku,J. F. Gomes,A. X. Falcão
备注:7 pages, 4 figures. This paper was submitted to Pattern Recognition Letters
链接:https://arxiv.org/abs/2101.04699

【26】 Random Fourier Feature Based Deep Learning for Wireless Communications
标题:基于随机傅立叶特征的深度学习在无线通信中的应用
作者:Rangeet Mitra,Georges Kaddoum
备注:12 pages, 6 figures
链接:https://arxiv.org/abs/2101.05254

【27】 Solving Min-Max Optimization with Hidden Structure via Gradient Descent Ascent
标题:用梯度下降法求解隐含结构的Min-Max优化问题
作者:Lampros Flokas,Emmanouil-Vasileios Vlatakis-Gkaragkounis,Georgios Piliouras
机构:Emmanouil. Vlatakis-Gkaragkounis, Columbia University, New York, NY , Engineering Systems and Design, Singapore University of Technology and Design, January 
链接:https://arxiv.org/abs/2101.05248

【28】 On Misspecification in Prediction Problems and Robustness via Improper Learning
标题:预测问题中的误指定与非正当学习的稳健性
作者:John Duchi,Annie Marsden,Gregory Valiant
机构:Gregory valiantt, Stanford University
备注:28 pages, 6 figures
链接:https://arxiv.org/abs/2101.05234

【29】 Robust CUR Decomposition: Theory and Imaging Applications
标题:稳健CURR分解:理论与成像应用
作者:HanQin Cai,Keaton Hamm,Longxiu Huang,Deanna Needell
链接:https://arxiv.org/abs/2101.05231

【30】 Big Self-Supervised Models Advance Medical Image Classification
标题:大自监督模型在医学图像分类中的应用
作者:Shekoofeh Azizi,Basil Mustafa,Fiona Ryan,Zachary Beaver,Jan Freyberg,Jonathan Deaton,Aaron Loh,Alan Karthikesalingam,Simon Kornblith,Ting Chen,Vivek Natarajan,Mohammad Norouzi
机构:Google Research and Health
链接:https://arxiv.org/abs/2101.05224

【31】 On the human-recognizability phenomenon of adversarially trained deep image classifiers
标题:论对抗性训练的深层图像分类器的人类可识别性现象
作者:Jonathan Helland,Nathan VanHoudnos
机构:Software Engineering Institute, Carnegie Mellon University
备注:None
链接:https://arxiv.org/abs/2101.05219

【32】 Similarity-based prediction for channel mapping and user positioning
标题:用于信道映射和用户定位的基于相似度的预测
作者:Luc Le Magoarou
链接:https://arxiv.org/abs/2101.05217

【33】 AttentionLite: Towards Efficient Self-Attention Models for Vision
标题:AttentionLite:走向高效的视觉自我注意模式
作者:Souvik Kundu,Sairam Sundaresan
备注:5 pages, 3 figures, 2 tables
链接:https://arxiv.org/abs/2101.05216

【34】 UCNN: A Convolutional Strategy on Unstructured Mesh
标题:UCNN:一种非结构网格的卷积策略
作者:Mengfei Xu,Shufang Song,Xuxiang Sun,Weiwei Zhang
链接:https://arxiv.org/abs/2101.05207

【35】 Deep Learning Assisted Calibrated Beam Training for Millimeter-Wave Communication Systems
标题:深度学习辅助毫米波通信系统校准波束训练
作者:Ke Ma,Dongxuan He,Hancun Sun,Zhaocheng Wang,Sheng Chen
链接:https://arxiv.org/abs/2101.05206

【36】 Optimisation of Spectral Wavelets for Persistence-based Graph Classification
标题:基于持久化的图分类中谱小波的优化
作者:Ka Man Yim,Jacob Leygonie
链接:https://arxiv.org/abs/2101.05201

【37】 Self-Supervised Vessel Enhancement Using Flow-Based Consistencies
标题:使用基于流的一致性的自监督血管增强
作者:Rohit Jena,Sumedha Singla,Kayhan Batmanghelich
机构: Carnegie Mellon University, University of Pittsburgh
链接:https://arxiv.org/abs/2101.05145

【38】 Overlapping Community Detection in Temporal Text Networks
标题:时态文本网络中的重叠社区检测
作者:Shuhan Yan,Yuting Jia,Xinbing Wang
机构:Shanghai Jiaotong University, January 
备注:13 pages, 7 figures
链接:https://arxiv.org/abs/2101.05137

【39】 Leveraging Structured Biological Knowledge for Counterfactual Inference: a Case Study of Viral Pathogenesis
标题:利用结构化生物学知识进行反事实推理:病毒致病机制的个案研究
作者:Jeremy Zucker,Kaushal Paneri,Sara Mohammad-Taheri,Somya Bhargava,Pallavi Kolambkar,Craig Bakker,Jeremy Teuton,Charles Tapley Hoyt,Kristie Oxford,Robert Ness,Olga Vitek
备注:In proceeding of IEEE, Transactions on Big Data
链接:https://arxiv.org/abs/2101.05136

【40】 DAEs for Linear Inverse Problems: Improved Recovery with Provable Guarantees
标题:线性反问题的DAE:具有可证明保证的改进恢复
作者:Jasjeet Dhaliwal,Kyle Hambrook
链接:https://arxiv.org/abs/2101.05130


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发表于2021年01月19日 20:48:59
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