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• Label Distribution Learning by Exploiting Sample Correlations Locally

  Xiang Zheng, Xiuyi Jia, Weiwei Li

  2018-04-29

• Sparse Modeling-Based Sequential Ensemble Learning for Effective Outlier Detection in High-Dimensional Numeric Data

  Guansong Pang, Longbing Cao, Ling Chen, Defu Lian, Huan Liu

  2018-04-29

• Adaptive Graph Convolutional Neural Networks

  Ruoyu Li, Sheng Wang, Feiyun Zhu, Junzhou Huang

  2018-04-29

• Doubly Approximate Nearest Neighbor Classification

  Weiwei Liu, Zhuanghua Liu, Ivor Tsang, Wenjie Zhang, Xuemin Lin

  2018-04-29

• Coupled Poisson Factorization Integrated With User/Item Metadata for Modeling Popular and Sparse Ratings in Scalable Recommendation

  Trong Dinh Thac Do, Longbing Cao

  2018-04-29

• Regularizing Deep Networks Using Efficient Layerwise Adversarial Training

  Swami Sankaranarayanan, Arpit Jain, Rama Chellappa, Ser Nam Lim

  2018-04-29

• Alternating Optimisation and Quadrature for Robust Control

  Supratik Paul, Konstantinos Chatzilygeroudis, Kamil Ciosek, Jean-Baptiste Mouret, Michael Osborne, Shimon Whiteson

  2018-04-29

• Statistical Inference Using SGD

  Tianyang Li, Liu Liu, Anastasios Kyrillidis, Constantine Caramanis

  2018-04-29

• Exploiting Emotion on Reviews for Recommender Systems

  Xuying Meng, Suhang Wang, Huan Liu, Yujun Zhang

  2018-04-29

• Variational Probability Flow for Biologically Plausible Training of Deep Neural Networks

  Zuozhu Liu, Tony Quek, Shaowei Lin

  2018-04-29

• Dynamic Optimization of Neural Network Structures Using Probabilistic Modeling

  Shinichi Shirakawa, Yasushi Iwata, Youhei Akimoto

  2018-04-29

• Domain Generalization via Conditional Invariant Representations

  Ya Li, Mingming Gong, Xinmei Tian, Tongliang Liu, Dacheng Tao

  2018-04-29

• An Euclidean Distance Based on Tensor Product Graph Diffusion Related Attribute Value Embedding for Nominal Data Clustering

  Lei Gu, Ningning Zhou, Yang Zhao

  2018-04-29

• Learning Across Scales---Multiscale Methods for Convolution Neural Networks

  Eldad Haber, Lars Ruthotto, Elliot Holtham, Seong-Hwan Jun

  2018-04-29

• Robust Formulation for PCA: Avoiding Mean Calculation With L_2,p-norm Maximization

  Shuangli Liao, Jin Li, Yang Liu, Quanxue Gao, Xinbo Gao

  2018-04-29

• Feature Engineering for Predictive Modeling Using Reinforcement Learning

  Udayan Khurana, Horst Samulowitz, Deepak Turaga

  2018-04-29

• Approximate Vanishing Ideal via Data Knotting

  Hiroshi Kera, Yoshihiko Hasegawa

  2018-04-29

• Distant-Supervision of Heterogeneous Multitask Learning for Social Event Forecasting With Multilingual Indicators

  Liang Zhao, Junxiang Wang, Xiaojie Guo

  2018-04-29

• Direct Hashing Without Pseudo-Labels

  Feng Zheng, Heng Huang

  2018-04-29

• Alternating Circulant Random Features for Semigroup Kernels

  Yusuke Mukuta, Yoshitaka Ushiku, Tatsuya Harada

  2018-04-29

• Efficient Test-Time Predictor Learning With Group-Based Budget

  Li Wang, Dajiang Zhu, Yujie Chi

  2018-04-29

• Learning to Attack: Adversarial Transformation Networks

  Shumeet Baluja, Ian Fischer

  2018-04-29

• FiLM: Visual Reasoning with a General Conditioning Layer

  Ethan Perez, Florian Strub, Harm de Vries, Vincent Dumoulin, Aaron Courville

  2018-04-29

• Euler Sparse Representation for Image Classification

  Yang Liu, Quanxue Gao, Jungong Han, Shujian Wang

  2018-04-29

• Online Learning for Structured Loss Spaces

  Siddharth Barman, Aditya Gopalan, Aadirupa Saha

  2018-04-29