Publications - Machine Learning SG

Multilayer Collaborative Low-Rank Coding Network for Robust Deep Subspace Discovery (2019)

Xianzhen Li Zhao Zhang Yang Wang Guangcan Liu Shuicheng Yan Meng Wang

feature learning subspace topology cluster analysis robustness linear subspace +6 more

arXiv preprint arXiv:1912.06450 3 citations Published 2019-12-13
Bonn Activity Maps: Dataset Description. (2019)

Julian Tanke Oh-Hun Kwon Patrick Stotko Radu Alexandru Rosu Michael Weinmann Hassan Errami Sven Behnke Maren Bennewitz Reinhard Klein Andreas Weber Angela Yao Juergen Gall

activity recognition natural language processing computer science anticipation 3d model +2 more

arXiv preprint arXiv:1912.06354 3 citations Published 2019-12-13
Confusion-Aware Convolutional Neural Network for Image Classification (2019)

Liguang Yan Baojiang Zhong Kai-Kuang Ma

confusion matrix convolutional neural network mnist database contextual image classification classifier +6 more

International Conference on Neural Information Processing Published 2019-12-12
Artificial Intelligence-Enabled Intelligent 6G Networks (2019)

Helin Yang Arokiaswami Alphones Zehui Xiong Dusit Niyato Jun Zhao Kaishun Wu

intelligent control mobile edge computing application layer analytics resource management +5 more

arXiv preprint arXiv:1912.05744 6 citations Published 2019-12-12
What it Thinks is Important is Important: Robustness Transfers through Input Gradients (2019)

Alvin Chan Yi Tay Yew-Soon Ong

robustness mnist database deep learning pixel pattern recognition +6 more

arXiv preprint arXiv:1912.05699 Published 2019-12-11
Efficient Robotic Task Generalization Using Deep Model Fusion Reinforcement Learning (2019)

Tianying Wang Hao Zhang Wei Qi Toh Hongyuan Zhu Cheston Tan Yan Wu Yong Liu Wei Jing

reinforcement learning artificial intelligence generalization computer science reinforcement learning algorithm +1 more

arXiv preprint arXiv:1912.05205 Published 2019-12-11
Callisto: Entropy based test generation and data quality assessment for Machine Learning Systems. (2019)

Sakshi Udeshi Xingbin Jiang Sudipta Chattopadhyay

data quality test case machine learning entropy computer science +3 more

arXiv preprint arXiv:1912.08920 Published 2019-12-11
Model inversion attacks against collaborative inference (2019)

Zecheng He Tianwei Zhang Ruby B. Lee

information privacy inference deep learning artificial neural network adversary +6 more

Proceedings of the 35th Annual Computer Security Applications Conference on 11 citations Published 2019-12-09
Lightweight Outsourced Privacy-Preserving Heart Failure Prediction Based on GRU (2019)

Zuobin Ying Shuanglong Cao Peng Zhou Shun Zhang Ximeng Liu

computer security model secure multi party computation data sharing service provider cryptographic protocol +6 more

International Conference on Algorithms and Architectures for Parallel Processing 1 citations Published 2019-12-09
Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data (2019)

Giulia Pedrielli K. Selcuk Candan Xilun Chen Logan Mathesen Alireza Inanalouganji Jie Xu Chun-Hung Chen Loo Hay Lee

dynamical systems theory stochastic optimization system dynamics complex systems dynamical system +6 more

Asia-Pacific Journal of Operational Research Published 2019-12-09
Effective Attention Modeling for Neural Relation Extraction (2019)

Tapas Nayak Hwee Tou Ng

sentence relationship extraction syntax natural language processing computer science +2 more

arXiv preprint arXiv:1912.03832 Published 2019-12-09
Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem (2019)

Vaggos Chatziafratis Sai Ganesh Nagarajan Ioannis Panageas Xiao Wang

dynamical system approximation theory periodic function dynamical systems theory fixed point +6 more

arXiv preprint arXiv:1912.04378 Published 2019-12-09
Assessing Replicability of Machine Learning Results: An Introduction to Methods on Predictive Accuracy in Social Sciences: (2019)

Ranjith Vijayakumar Mike W.-L. Cheung

psychological research machine learning psychology artificial intelligence

Social Science Computer Review Published 2019-12-09
Amora: Black-box Adversarial Morphing Attack (2019)

Run Wang Felix Juefei-Xu Qing Guo Yihao Huang Xiaofei Xie Lei Ma Yang Liu

facial recognition system morphing black box optical flow pixel +6 more

arXiv preprint arXiv:1912.03829 3 citations Published 2019-12-09
What are the important technologies for bin picking? Technology analysis of robots in competitions based on a set of performance metrics (2019)

Masahiro Fujita Yukiyasu Domae Akio Noda Gustavo Alfonso Garcia Ricardez Tatsuya Nagatani Andy Zeng Shuran Song Alberto Rodriguez Albert J. Causo I-Ming Chen Tsukasa Ogasawara

robot robotics human computer interaction computer science cognitive neuroscience of visual object recognition +3 more

Advanced Robotics 3 citations Published 2019-12-07
Integrating Deep Learning with Logic Fusion for Information Extraction (2019)

Wenya Wang Sinno Jialin Pan

rule of inference deep learning relationship extraction information extraction feature engineering +5 more

arXiv preprint arXiv:1912.03041 Published 2019-12-06
Punctuation Prediction for Vietnamese Texts Using Conditional Random Fields (2019)

Quang H. Pham Binh T. Nguyen Nguyen Viet Cuong

conditional random field vietnamese sequence labeling punctuation natural language processing +4 more

Proceedings of the Tenth International Symposium on Information and Communication Technology 1 citations Published 2019-12-04
Singing Voice Conversion with Disentangled Representations of Singer and Vocal Technique Using Variational Autoencoders. (2019)

Yin-Jyun Luo Chin-Chen Hsu Kat Agres Dorien Herremans

singing visualization deep learning spectrogram speech recognition +3 more

arXiv preprint arXiv:1912.02613 Published 2019-12-03
Introducing Artificial Intelligence Training in Medical Education. (2019)

Ketan Paranjape Michiel Schinkel Rishi Nannan Panday Josip Car Prabath Nanayakkara

health care curriculum transparency medical education liability +6 more

Journal of Medical Internet Research 10 citations Published 2019-12-03
Vulnerability Analysis on Noise-Injection Based Hardware Attack on Deep Neural Networks (2019)

Wenye Liu Si Wang Chip-Hong Chang

deep learning robustness channel vulnerability assessment classifier +6 more

2019 Asian Hardware Oriented Security and Trust Symposium (AsianHOST) Published 2019-12-01

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Multilayer Collaborative Low-Rank Coding Network for Robust Deep Subspace Discovery (2019)

Bonn Activity Maps: Dataset Description. (2019)

Confusion-Aware Convolutional Neural Network for Image Classification (2019)

Artificial Intelligence-Enabled Intelligent 6G Networks (2019)

What it Thinks is Important is Important: Robustness Transfers through Input Gradients (2019)

Efficient Robotic Task Generalization Using Deep Model Fusion Reinforcement Learning (2019)

Callisto: Entropy based test generation and data quality assessment for Machine Learning Systems. (2019)

Model inversion attacks against collaborative inference (2019)

Lightweight Outsourced Privacy-Preserving Heart Failure Prediction Based on GRU (2019)

Generalized Ordinal Learning Framework (GOLF) for Decision Making with Future Simulated Data (2019)

Effective Attention Modeling for Neural Relation Extraction (2019)

Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem (2019)

Assessing Replicability of Machine Learning Results: An Introduction to Methods on Predictive Accuracy in Social Sciences: (2019)

Amora: Black-box Adversarial Morphing Attack (2019)

What are the important technologies for bin picking? Technology analysis of robots in competitions based on a set of performance metrics (2019)

Integrating Deep Learning with Logic Fusion for Information Extraction (2019)

Punctuation Prediction for Vietnamese Texts Using Conditional Random Fields (2019)

Singing Voice Conversion with Disentangled Representations of Singer and Vocal Technique Using Variational Autoencoders. (2019)

Introducing Artificial Intelligence Training in Medical Education. (2019)

Vulnerability Analysis on Noise-Injection Based Hardware Attack on Deep Neural Networks (2019)