[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 76
October 21, 2019

Paper Group AWR 76

Deep Quality-Value (DQV) Learning. AnatomyNet: Deep Learning for Fast and Fully Automated Whole-volume Segmentation of Head and Neck Anatomy. Regularized Wasserstein Means for Aligning Distributional Data. Metric on Nonlinear Dynamical Systems with Perron-Frobenius Operators. Recurrent Neural Networks for Fuzz Testing Web Browsers. Parsimonious Bay …

Paper Group AWR 77

Paper Group AWR 77

October 21, 2019

ColdRoute: Effective Routing of Cold Questions in Stack Exchange Sites. Not All Samples Are Created Equal: Deep Learning with Importance Sampling. GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination. Decoupled Networks. Gaussian Mixture Latent Vector Grammars. CGMH: Constrained Sentence Generation by Metropolis-Hastings …
Paper Group AWR 78

Paper Group AWR 78

October 21, 2019

Understanding Convolutional Neural Networks for Text Classification. Linguistically-Informed Self-Attention for Semantic Role Labeling. End-to-End Argument Mining for Discussion Threads Based on Parallel Constrained Pointer Architecture. Boosting Trust Region Policy Optimization by Normalizing Flows Policy. Inferring Complementary Products from Bas …
Paper Group AWR 79

Paper Group AWR 79

October 21, 2019

Improved and Scalable Online Learning of Spatial Concepts and Language Models with Mapping. Images & Recipes: Retrieval in the cooking context. No Metrics Are Perfect: Adversarial Reward Learning for Visual Storytelling. Extending Pretrained Segmentation Networks with Additional Anatomical Structures. Temporal Regularization in Markov Decision Proc …
Paper Group AWR 8

Paper Group AWR 8

October 21, 2019

Fast, Precise Myelin Water Quantification using DESS MRI and Kernel Learning. Iterative Document Representation Learning Towards Summarization with Polishing. Unsupervised domain adaptation for medical imaging segmentation with self-ensembling. Sparsity-based Defense against Adversarial Attacks on Linear Classifiers. Gated Fusion Network for Joint …
Paper Group AWR 80

Paper Group AWR 80

October 21, 2019

Predicting user intent from search queries using both CNNs and RNNs. A Unified Framework for Domain Adaptation using Metric Learning on Manifolds. TVAE: Triplet-Based Variational Autoencoder using Metric Learning. Safe Triplet Screening for Distance Metric Learning. Estimating Cellular Goals from High-Dimensional Biological Data. Feature selection …
Paper Group AWR 81

Paper Group AWR 81

October 21, 2019

Noise2Noise: Learning Image Restoration without Clean Data. Semi-Supervised Sequence Modeling with Cross-View Training. GPSP: Graph Partition and Space Projection based Approach for Heterogeneous Network Embedding. Learning Deep Features for One-Class Classification. The Limitations of Cross-language Word Embeddings Evaluation. Markov Game Modeling …
Paper Group AWR 82

Paper Group AWR 82

October 21, 2019

RLgraph: Modular Computation Graphs for Deep Reinforcement Learning. Deep Learning for Classical Japanese Literature. Fast Online Object Tracking and Segmentation: A Unifying Approach. Reinforcement Learning for Automatic Test Case Prioritization and Selection in Continuous Integration. NetGAN: Generating Graphs via Random Walks. Pre-training with …
Paper Group AWR 83

Paper Group AWR 83

October 21, 2019

ABC-CDE: Towards Approximate Bayesian Computation with Complex High-Dimensional Data and Limited Simulations. Multi-Task Spatiotemporal Neural Networks for Structured Surface Reconstruction. Random directions stochastic approximation with deterministic perturbations. Improving Reinforcement Learning Based Image Captioning with Natural Language Prio …
Paper Group AWR 84

Paper Group AWR 84

October 21, 2019

Fast and Accurate Tensor Completion with Total Variation Regularized Tensor Trains. Complex Unitary Recurrent Neural Networks using Scaled Cayley Transform. ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design. Toward Abstractive Summarization Using Semantic Representations. Familia: A Configurable Topic Modeling Framework for …
Paper Group AWR 85

Paper Group AWR 85

October 21, 2019

Maximizing acquisition functions for Bayesian optimization. MnasNet: Platform-Aware Neural Architecture Search for Mobile. Learning Word Vectors for 157 Languages. Depth-bounding is effective: Improvements and evaluation of unsupervised PCFG induction. ESPNetv2: A Light-weight, Power Efficient, and General Purpose Convolutional Neural Network. Eval …
Paper Group AWR 86

Paper Group AWR 86

October 21, 2019

ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing. Learning Speaker Representations with Mutual Information. Efficient, Certifiably Optimal Clustering with Applications to Latent Variable Graphical Models. A Survey of Learning Causality with Data: Problems and Methods. SADA: Semantic Adversarial Diagnostic Attacks fo …
Paper Group AWR 87

Paper Group AWR 87

October 21, 2019

Blind Image Deconvolution using Deep Generative Priors. Iterative Residual Image Deconvolution. Fourier-Domain Optimization for Image Processing. Enriching Knowledge Bases with Counting Quantifiers. Visual Explanations From Deep 3D Convolutional Neural Networks for Alzheimer’s Disease Classification. Learning to Explain: An Information-Theoretic Pe …
Paper Group AWR 88

Paper Group AWR 88

October 21, 2019

Learning Binary Latent Variable Models: A Tensor Eigenpair Approach. Investigating Capsule Networks with Dynamic Routing for Text Classification. Failing Loudly: An Empirical Study of Methods for Detecting Dataset Shift. Data2Vis: Automatic Generation of Data Visualizations Using Sequence to Sequence Recurrent Neural Networks. Attending to Mathemat …
Paper Group AWR 89

Paper Group AWR 89

October 21, 2019

Neural Network Decoders for Large-Distance 2D Toric Codes. Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary Cells. Real-Time Object Pose Estimation with Pose Interpreter Networks. Visual Re-ranking with Natural Language Understanding for Text Spotting. Multi-Objective De Novo Drug Design with Conditional Graph G …
Paper Group AWR 9

Paper Group AWR 9

October 21, 2019

Hamiltonian Monte Carlo for Probabilistic Programs with Discontinuities. Insect cyborgs: Bio-mimetic feature generators improve machine learning accuracy on limited data. Verisimilar Image Synthesis for Accurate Detection and Recognition of Texts in Scenes. Exploiting High-Level Semantics for No-Reference Image Quality Assessment of Realistic Blur …
Paper Group AWR 90

Paper Group AWR 90

October 21, 2019

Unsupervised Statistical Machine Translation. Towards Deep Conversational Recommendations. Real-time Automatic Word Segmentation for User-generated Text. Sentences with Gapping: Parsing and Reconstructing Elided Predicates. Understanding Measures of Uncertainty for Adversarial Example Detection. Neural Machine Translation for Query Construction and …
Paper Group AWR 91

Paper Group AWR 91

October 21, 2019

Fast Multiple Landmark Localisation Using a Patch-based Iterative Network. Automatic topography of high-dimensional data sets by non-parametric Density Peak clustering. Emoji-Powered Representation Learning for Cross-Lingual Sentiment Classification. Relational Autoencoder for Feature Extraction. Averaging Weights Leads to Wider Optima and Better G …
Paper Group AWR 92

Paper Group AWR 92

October 21, 2019

The Matrix Calculus You Need For Deep Learning. Global-Locally Self-Attentive Dialogue State Tracker. SAFE: A Neural Survival Analysis Model for Fraud Early Detection. MesoNet: a Compact Facial Video Forgery Detection Network. Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning. Learning Compressed Transforms wi …
Paper Group AWR 93

Paper Group AWR 93

October 21, 2019

Capturing Structure Implicitly from Time-Series having Limited Data. SPSA-FSR: Simultaneous Perturbation Stochastic Approximation for Feature Selection and Ranking. Efficient Sparse-Winograd Convolutional Neural Networks. Alleviating catastrophic forgetting using context-dependent gating and synaptic stabilization. ChainGAN: A sequential approach t …
Paper Group AWR 94

Paper Group AWR 94

October 21, 2019

Learning the Joint Representation of Heterogeneous Temporal Events for Clinical Endpoint Prediction. Capsule-Forensics: Using Capsule Networks to Detect Forged Images and Videos. Integral Privacy for Sampling. A Reductions Approach to Fair Classification. MCRM: Mother Compact Recurrent Memory. Seq2Seq-Vis: A Visual Debugging Tool for Sequence-to-Se …
Paper Group AWR 95

Paper Group AWR 95

October 21, 2019

Learning Graph-Level Representations with Recurrent Neural Networks. Efficient Interactive Annotation of Segmentation Datasets with Polygon-RNN++. PointNetVLAD: Deep Point Cloud Based Retrieval for Large-Scale Place Recognition. Real-Time Nonparametric Anomaly Detection in High-Dimensional Settings. Detector monitoring with artificial neural networ …
Paper Group AWR 96

Paper Group AWR 96

October 21, 2019

Self-supervised Knowledge Distillation Using Singular Value Decomposition. Human Motion Prediction via Spatio-Temporal Inpainting. Real-world Noisy Image Denoising: A New Benchmark. Bi-Directional Lattice Recurrent Neural Networks for Confidence Estimation. A Survey on Compiler Autotuning using Machine Learning. Stochastic Adaptive Neural Architect …
Paper Group AWR 97

Paper Group AWR 97

October 21, 2019

PointCloud Saliency Maps. Deep UL2DL: Channel Knowledge Transfer from Uplink to Downlink. Calamari - A High-Performance Tensorflow-based Deep Learning Package for Optical Character Recognition. Identification of LTV Dynamical Models with Smooth or Discontinuous Time Evolution by means of Convex Optimization. Transformation Autoregressive Networks. …
Paper Group AWR 98

Paper Group AWR 98

October 21, 2019

Reward Estimation for Variance Reduction in Deep Reinforcement Learning. Human-centric Indoor Scene Synthesis Using Stochastic Grammar. DeepGeo: Photo Localization with Deep Neural Network. Learning deep kernels for exponential family densities. Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images. Private Machine Learni …
Paper Group AWR 99

Paper Group AWR 99

October 21, 2019

BiasedWalk: Biased Sampling for Representation Learning on Graphs. Stacked Cross Attention for Image-Text Matching. Music Mood Detection Based On Audio And Lyrics With Deep Neural Net. Response Ranking with Deep Matching Networks and External Knowledge in Information-seeking Conversation Systems. Big-Little Net: An Efficient Multi-Scale Feature Rep …
Paper Group ANR 1

Paper Group ANR 1

October 20, 2019

Deep Inference of Personality Traits by Integrating Image and Word Use in Social Networks. An Empirical Analysis of Constrained Support Vector Quantile Regression for Nonparametric Probabilistic Forecasting of Wind Power. Detecting truth, just on parts. Comparing Fixed and Adaptive Computation Time for Recurrent Neural Networks. SpaRTA - Tracking a …
Paper Group ANR 10

Paper Group ANR 10

October 20, 2019

Incentivizing the Dynamic Workforce: Learning Contracts in the Gig-Economy. Learning to Attend Relevant Regions in Videos from Eye Fixations. Multimodal Emoji Prediction. The Exact Equivalence of Distance and Kernel Methods for Hypothesis Testing. Overcoming catastrophic forgetting problem by weight consolidation and long-term memory. Knowledge Int …