Time Series Classification

Paper Group ANR 526

January 29, 2020

MRI to CT Translation with GANs. Contextual Out-of-Domain Utterance Handling With Counterfeit Data Augmentation. Noisier2Noise: Learning to Denoise from Unpaired Noisy Data. VrR-VG: Refocusing Visually-Relevant Relationships. Accelerating Deconvolution on Unmodified CNN Accelerators for Generative Adversarial Networks – A Software Approach. Fully …

Paper Group ANR 563

January 29, 2020

Deep Neural Network Ensembles. Tool Substitution with Shape and Material Reasoning Using Dual Neural Networks. Spaceland Embedding of Sparse Stochastic Graphs. Wearable-based Parkinson’s Disease Severity Monitoring using Deep Learning. Internal-transfer Weighting of Multi-task Learning for Lung Cancer Detection. Variational Quantum Circuits for Qua …

Paper Group ANR 581

January 29, 2020

Multi-objective Bayesian optimisation with preferences over objectives. Classification from Pairwise Similarities/Dissimilarities and Unlabeled Data via Empirical Risk Minimization. CameraNet: A Two-Stage Framework for Effective Camera ISP Learning. Adversarial Vulnerability Bounds for Gaussian Process Classification. Cross-Channel Correlation Pres …

Paper Group ANR 650

January 29, 2020

Question Classification with Deep Contextualized Transformer. Why Do Masked Neural Language Models Still Need Common Sense Knowledge?. Random Vector Functional Link Neural Network based Ensemble Deep Learning. Action Semantics Network: Considering the Effects of Actions in Multiagent Systems. Hamiltonian Graph Networks with ODE Integrators. MonSter …

Paper Group ANR 679

January 29, 2020

Adaptive Statistical Learning with Bayesian Differential Privacy. Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions. Accelerated Target Updates for Q-learning. An Essay on Optimization Mystery of Deep Learning. Improved Adversarial Robustness by Reducing Open Space …

Paper Group ANR 1037

January 28, 2020

Imperio: Robust Over-the-Air Adversarial Examples for Automatic Speech Recognition Systems. Label Universal Targeted Attack. Question Answering via Web Extracted Tables and Pipelined Models. Improved Visual Localization via Graph Smoothing. Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus. X-ToM: Explaining with The …

Paper Group ANR 1042

January 28, 2020

Video Captioning with Text-based Dynamic Attention and Step-by-Step Learning. An adaptive stochastic optimization algorithm for resource allocation. Safe Sample Screening for Robust Support Vector Machine. The Bach Doodle: Approachable music composition with machine learning at scale. Semantics of higher-order probabilistic programs with conditioni …

Paper Group ANR 1302

January 27, 2020

Quantum Unsupervised and Supervised Learning on Superconducting Processors. Offensive Language Analysis using Deep Learning Architecture. Conversational Contextual Bandit: Algorithm and Application. Detecting Patterns of Physiological Response to Hemodynamic Stress via Unsupervised Deep Learning. REMAP: Multi-layer entropy-guided pooling of dense C …

Paper Group ANR 1313

January 27, 2020

Reward Advancement: Transforming Policy under Maximum Causal Entropy Principle. MobileGAN: Skin Lesion Segmentation Using a Lightweight Generative Adversarial Network. There are No Bit Parts for Sign Bits in Black-Box Attacks. Gaussian DAGs on network data. Pre-train and Plug-in: Flexible Conditional Text Generation with Variational Auto-Encoders. …

Paper Group ANR 1502

January 26, 2020

Unsupervised Learning and Exploration of Reachable Outcome Space. Data Science through the looking glass and what we found there. Weakly-Supervised Concept-based Adversarial Learning for Cross-lingual Word Embeddings. Implicit Regularization of Discrete Gradient Dynamics in Linear Neural Networks. Native Banach spaces for splines and variational in …

Paper Group ANR 1515

January 26, 2020

Learning to Forget for Meta-Learning. Cross-Modal Image Fusion Theory Guided by Subjective Visual Attention. Slow Feature Analysis for Human Action Recognition. SALT: Subspace Alignment as an Auxiliary Learning Task for Domain Adaptation. Wyner VAE: Joint and Conditional Generation with Succinct Common Representation Learning. Power Gradient Descen …

Paper Group ANR 1531

January 26, 2020

Scalable Source Code Similarity Detection in Large Code Repositories. It Runs in the Family: Searching for Similar Names using Digitized Family Trees. Where is the Information in a Deep Neural Network?. Automatic Discovery of Privacy-Utility Pareto Fronts. Surface Type Classification for Autonomous Robot Indoor Navigation. A Group-Theoretic Framewo …

Paper Group ANR 1625

January 25, 2020

Large scale representation learning from triplet comparisons. High Sensitivity Snapshot Spectrometer Based on Deep Network Unmixing. Trading via Image Classification. Clone Swarms: Learning to Predict and Control Multi-Robot Systems by Imitation. Learning Interpretable Shapelets for Time Series Classification through Adversarial Regularization. Mul …

Paper Group ANR 1735

January 25, 2020

Estimating Kullback-Leibler Divergence Using Kernel Machines. Visual Privacy Protection via Mapping Distortion. Approximate Guarantees for Dictionary Learning. Jointly Learning Structured Analysis Discriminative Dictionary and Analysis Multiclass Classifier. White-Box Adversarial Defense via Self-Supervised Data Estimation. Regret Minimisation in M …

Paper Group NAWR 13

January 25, 2020

hULMonA: The Universal Language Model in Arabic. Shallow RNN: Accurate Time-series Classification on Resource Constrained Devices. Planning in entropy-regularized Markov decision processes and games. Arbicon-Net: Arbitrary Continuous Geometric Transformation Networks for Image Registration. Efficient Pure Exploration in Adaptive Round model. Visual …

Paper Group NAWR 22

January 25, 2020

Are Red Roses Red? Evaluating Consistency of Question-Answering Models. Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning. Enhancing Opinion Role Labeling with Semantic-Aware Word Representations from Semantic Role Labeling. We Need to Talk about Standard Splits. Fast classification of small X-ray diffraction datasets usi …

Paper Group NAWR 32

January 25, 2020

Towards Hardware-Aware Tractable Learning of Probabilistic Models. Language Models are Unsupervised Multitask Learners. Online-Within-Online Meta-Learning. GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users. Clustering-Based Article Identification in Historical Newspapers. Semi-supervised deep embedded clustering. Qsparse …