Contextual bandits with surrogate losses: Margin bounds and efficient algorithms. Anderson Acceleration for Reinforcement Learning. Impacts of Dirty Data: and Experimental Evaluation. Efficient Optimization Algorithms for Robust Principal Component Analysis and Its Variants. Beyond Weight Tying: Learning Joint Input-Output Embeddings for Neural Mac …

A neuro-inspired architecture for unsupervised continual learning based on online clustering and hierarchical predictive coding. Integrating Multiplicative Features into Supervised Distributional Methods for Lexical Entailment. A multi-level convolutional LSTM model for the segmentation of left ventricle myocardium in infarcted porcine cine MR imag …

Cavity Filling: Pseudo-Feature Generation for Multi-Class Imbalanced Data Problems in Deep Learning. Subsurface structure analysis using computational interpretation and learning: A visual signal processing perspective. A Multimodal Approach to Predict Social Media Popularity. Did you take the pill? - Detecting Personal Intake of Medicine from Twit …

Learning Robust and Adaptive Real-World Continuous Control Using Simulation and Transfer Learning. More Robust Doubly Robust Off-policy Evaluation. DeepPos: Deep Supervised Autoencoder Network for CSI Based Indoor Localization. The Effectiveness of Multitask Learning for Phenotyping with Electronic Health Records Data. Finding Minimal Cost Herbrand …