[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 65
May 7, 2019

Paper Group AWR 65

Asynchronous Stochastic Gradient Descent with Delay Compensation. Sifting Common Information from Many Variables. Dependency Sensitive Convolutional Neural Networks for Modeling Sentences and Documents. Averaged-DQN: Variance Reduction and Stabilization for Deep Reinforcement Learning. Language Models with Pre-Trained (GloVe) Word Embeddings. Preco …

Paper Group AWR 66

Paper Group AWR 66

May 7, 2019

Generalized optimal sub-pattern assignment metric. A Decomposable Attention Model for Natural Language Inference. Deep Video Deblurring. A Deep Learning Approach to Block-based Compressed Sensing of Images. A Parallel-Hierarchical Model for Machine Comprehension on Sparse Data. Text Classification Improved by Integrating Bidirectional LSTM with Two …
Paper Group AWR 67

Paper Group AWR 67

May 7, 2019

Agnostic Estimation of Mean and Covariance. PlaNet - Photo Geolocation with Convolutional Neural Networks. DropNeuron: Simplifying the Structure of Deep Neural Networks. End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures. Lexical Query Modeling in Session Search. Top-down Visual Saliency Guided by Captions. Detect, Replace, …
Paper Group AWR 68

Paper Group AWR 68

May 7, 2019

Robust Estimators in High Dimensions without the Computational Intractability. Improved Image Captioning via Policy Gradient optimization of SPIDEr. Tagger: Deep Unsupervised Perceptual Grouping. Preserving Color in Neural Artistic Style Transfer. LSTM based Conversation Models. Learning Physical Intuition of Block Towers by Example. Learning Visua …
Paper Group AWR 69

Paper Group AWR 69

May 7, 2019

A Context-aware Natural Language Generator for Dialogue Systems. Predicting Domain Generation Algorithms with Long Short-Term Memory Networks. Harnessing Deep Neural Networks with Logic Rules. Globally Normalized Transition-Based Neural Networks. Deep Variational Bayes Filters: Unsupervised Learning of State Space Models from Raw Data. Theoretical …
Paper Group AWR 7

Paper Group AWR 7

May 7, 2019

DiSMEC - Distributed Sparse Machines for Extreme Multi-label Classification. Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data. Distributed and parallel time series feature extraction for industrial big data applications. A Riemannian Framework for Statistical Analysis of Topological Persistence Diagrams. Programming P …
Paper Group AWR 70

Paper Group AWR 70

May 7, 2019

Early Methods for Detecting Adversarial Images. FlowNet 2.0: Evolution of Optical Flow Estimation with Deep Networks. Unrolled Generative Adversarial Networks. A Neural Approach to Blind Motion Deblurring. YouTube-8M: A Large-Scale Video Classification Benchmark. Deep Reinforcement Learning Radio Control and Signal Detection with KeRLym, a Gym RL A …
Paper Group AWR 71

Paper Group AWR 71

May 7, 2019

CNN Image Retrieval Learns from BoW: Unsupervised Fine-Tuning with Hard Examples. Context Gates for Neural Machine Translation. Using Fast Weights to Attend to the Recent Past. Dynamic Network Surgery for Efficient DNNs. The Parallel Knowledge Gradient Method for Batch Bayesian Optimization. Controlling Perceptual Factors in Neural Style Transfer. …
Paper Group AWR 72

Paper Group AWR 72

May 7, 2019

Deep Convolutional Neural Networks with Merge-and-Run Mappings. Deep Learning For Smile Recognition. Parallelized Tensor Train Learning of Polynomial Classifiers. Generating Images with Perceptual Similarity Metrics based on Deep Networks. Object Recognition with and without Objects. Neural Semantic Role Labeling with Dependency Path Embeddings. Va …
Paper Group AWR 73

Paper Group AWR 73

May 7, 2019

Deep neural networks can be improved using human-derived contextual expectations. An Integrated Recommender Algorithm for Rating Prediction. Kronecker Determinantal Point Processes. FusionNet: A deep fully residual convolutional neural network for image segmentation in connectomics. $\ell_1$ Adaptive Trend Filter via Fast Coordinate Descent. Hierar …
Paper Group AWR 74

Paper Group AWR 74

May 7, 2019

A Dual Ascent Framework for Lagrangean Decomposition of Combinatorial Problems. Deep Reinforcement Learning from Self-Play in Imperfect-Information Games. Feature Importance Measure for Non-linear Learning Algorithms. Learning to Act by Predicting the Future. On a Topic Model for Sentences. Segmentation from Natural Language Expressions. Gradients …
Paper Group AWR 75

Paper Group AWR 75

May 7, 2019

A FOFE-based Local Detection Approach for Named Entity Recognition and Mention Detection. DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network. Learning through Dialogue Interactions by Asking Questions. C-mix: a high dimensional mixture model for censored durations, with applications to genetic d …
Paper Group AWR 76

Paper Group AWR 76

May 7, 2019

A Deep Learning Approach to Unsupervised Ensemble Learning. Deep Feature Flow for Video Recognition. Memory-augmented Attention Modelling for Videos. Flood-Filling Networks. Cross-stitch Networks for Multi-task Learning. Semantic Understanding of Scenes through the ADE20K Dataset. Supervision via Competition: Robot Adversaries for Learning Tasks. I …
Paper Group AWR 77

Paper Group AWR 77

May 7, 2019

Robust Lineage Reconstruction from High-Dimensional Single-Cell Data. Deep Learning in Multi-Layer Architectures of Dense Nuclei. Shape Constrained Tensor Decompositions using Sparse Representations in Over-Complete Libraries. Personalized Video Recommendation Using Rich Contents from Videos. Technical Report on the CleverHans v2.1.0 Adversarial Ex …
Paper Group AWR 78

Paper Group AWR 78

May 7, 2019

Referential Uncertainty and Word Learning in High-dimensional, Continuous Meaning Spaces. Clockwork Convnets for Video Semantic Segmentation. RL$^2$: Fast Reinforcement Learning via Slow Reinforcement Learning. Instance Normalization: The Missing Ingredient for Fast Stylization. A Baseline for Detecting Misclassified and Out-of-Distribution Example …
Paper Group AWR 79

Paper Group AWR 79

May 7, 2019

Actor-critic versus direct policy search: a comparison based on sample complexity. Variational Graph Auto-Encoders. Linear Algebraic Structure of Word Senses, with Applications to Polysemy. Ancestral Causal Inference. Discovering Causal Signals in Images. Lecture Notes on Randomized Linear Algebra. What Is the Best Practice for CNNs Applied to Visu …
Paper Group AWR 8

Paper Group AWR 8

May 7, 2019

Concrete Problems in AI Safety. 3D-R2N2: A Unified Approach for Single and Multi-view 3D Object Reconstruction. Straight to Shapes: Real-time Detection of Encoded Shapes. A Convolutional Attention Network for Extreme Summarization of Source Code. NTU RGB+D: A Large Scale Dataset for 3D Human Activity Analysis. Optical Flow Requires Multiple Strateg …
Paper Group AWR 80

Paper Group AWR 80

May 7, 2019

Deep Networks with Stochastic Depth. Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding. CSVideoNet: A Real-time End-to-end Learning Framework for High-frame-rate Video Compressive Sensing. Convolutional Radio Modulation Recognition Networks. Confidence driven TGV fusion. Deep Learning without Poor Local Minima. A Power …
Paper Group AWR 81

Paper Group AWR 81

May 7, 2019

Generative Adversarial Networks as Variational Training of Energy Based Models. Learning Representations for Counterfactual Inference. An Empirical Study of Language CNN for Image Captioning. Text-guided Attention Model for Image Captioning. IM2CAD. RotationNet: Joint Object Categorization and Pose Estimation Using Multiviews from Unsupervised View …
Paper Group AWR 82

Paper Group AWR 82

May 7, 2019

EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis. Parallel Texts in the Hebrew Bible, New Methods and Visualizations. The emotional arcs of stories are dominated by six basic shapes. An Inexact Variable Metric Proximal Point Algorithm for Generic Quasi-Newton Acceleration. DelugeNets: Deep Networks with Efficient and Fl …
Paper Group AWR 83

Paper Group AWR 83

May 7, 2019

Deep Feature Consistent Variational Autoencoder. Stratification of patient trajectories using covariate latent variable models. Adversarial Deep Averaging Networks for Cross-Lingual Sentiment Classification. Faster R-CNN Features for Instance Search. Generative Adversarial Imitation Learning. Robsut Wrod Reocginiton via semi-Character Recurrent Neu …
Paper Group AWR 84

Paper Group AWR 84

May 7, 2019

Survey of resampling techniques for improving classification performance in unbalanced datasets. Exploiting 2D Floorplan for Building-scale Panorama RGBD Alignment. Learning to Communicate with Deep Multi-Agent Reinforcement Learning. Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders. Texture Networks: Feed-forward Synthes …
Paper Group AWR 85

Paper Group AWR 85

May 7, 2019

Automatic Building Extraction in Aerial Scenes Using Convolutional Networks. Tsallis Regularized Optimal Transport and Ecological Inference. Edinburgh Neural Machine Translation Systems for WMT 16. Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation. Learning Convolutional Neural Networks using Hybrid …
Paper Group AWR 86

Paper Group AWR 86

May 7, 2019

Towards Wide Learning: Experiments in Healthcare. Optimal structure and parameter learning of Ising models. Polysemous codes. Temporal Ensembling for Semi-Supervised Learning. A Primer on the Signature Method in Machine Learning. Temporal Segment Networks: Towards Good Practices for Deep Action Recognition. Generating Abstractive Summaries from Mee …
Paper Group AWR 87

Paper Group AWR 87

May 7, 2019

Pointer Sentinel Mixture Models. RHOG: A Refinement-Operator Library for Directed Labeled Graphs. Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment. Learning to Protect Communications with Adversarial Neural Cryptography. Bag of Tricks for Efficient Text Classification. Numerical Coding of Nominal Data. Layer Normali …
Paper Group AWR 88

Paper Group AWR 88

May 7, 2019

Semi-Supervised Learning via Sparse Label Propagation. Online Real-time Multiple Spatiotemporal Action Localisation and Prediction. Uncovering Causality from Multivariate Hawkes Integrated Cumulants. Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks. Bi-modal First Impressions Recognition using Temporally Ordere …
Paper Group AWR 89

Paper Group AWR 89

May 7, 2019

Self Paced Deep Learning for Weakly Supervised Object Detection. Variational Inference: A Review for Statisticians. An empirical study on the effects of different types of noise in image classification tasks. Revisiting Distributed Synchronous SGD. RETURNN: The RWTH Extensible Training framework for Universal Recurrent Neural Networks. Joint Unsupe …
Paper Group AWR 9

Paper Group AWR 9

May 7, 2019

Unsupervised Learning of Important Objects from First-Person Videos. Diachronic Word Embeddings Reveal Statistical Laws of Semantic Change. Hyperparameter optimization with approximate gradient. Learning Typographic Style. openXBOW - Introducing the Passau Open-Source Crossmodal Bag-of-Words Toolkit. Minimax Filter: Learning to Preserve Privacy fro …