Tractable Querying and Learning in Hybrid Domains via Sum-Product Networks. Optimal Transport Classifier: Defending Against Adversarial Attacks by Regularized Deep Embedding. Self Organizing Classifiers: First Steps in Structured Evolutionary Machine Learning. MultiBooked: A Corpus of Basque and Catalan Hotel Reviews Annotated for Aspect-level Sent …

Scaling All-Goals Updates in Reinforcement Learning Using Convolutional Neural Networks. Deterministic Implementations for Reproducibility in Deep Reinforcement Learning. Structured Triplet Learning with POS-tag Guided Attention for Visual Question Answering. Identifying Sources and Sinks in the Presence of Multiple Agents with Gaussian Process Vec …

AttriGuard: A Practical Defense Against Attribute Inference Attacks via Adversarial Machine Learning. Learning from Binary Multiway Data: Probabilistic Tensor Decomposition and its Statistical Optimality. Using J-K fold Cross Validation to Reduce Variance When Tuning NLP Models. Multiview Learning of Weighted Majority Vote by Bregman Divergence Min …

Tunability: Importance of Hyperparameters of Machine Learning Algorithms. Sparse Pursuit and Dictionary Learning for Blind Source Separation in Polyphonic Music Recordings. The Devil of Face Recognition is in the Noise. Quantifying the dynamics of topical fluctuations in language. Learning to Embed Sentences Using Attentive Recursive Trees. A Surve …

SAN: Learning Relationship between Convolutional Features for Multi-Scale Object Detection. Contingency-Aware Exploration in Reinforcement Learning. Skin Lesion Analysis Towards Melanoma Detection via End-to-end Deep Learning of Convolutional Neural Networks. Interactive Reinforcement Learning with Dynamic Reuse of Prior Knowledge from Human/Agent’ …

Escape Room: A Configurable Testbed for Hierarchical Reinforcement Learning. Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss. Encoderless Gimbal Calibration of Dynamic Multi-Camera Clusters. Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation …

Learning Representations in Model-Free Hierarchical Reinforcement Learning. Electric Vehicle Driver Clustering using Statistical Model and Machine Learning. Deep Curiosity Search: Intra-Life Exploration Can Improve Performance on Challenging Deep Reinforcement Learning Problems. Observe and Look Further: Achieving Consistent Performance on Atari. H …