[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 14
May 7, 2019

Paper Group AWR 14

Unsupervised Representation Learning of Structured Radio Communication Signals. Professor Forcing: A New Algorithm for Training Recurrent Networks. Meta-Prod2Vec - Product Embeddings Using Side-Information for Recommendation. WAHRSIS: A Low-cost, High-resolution Whole Sky Imager With Near-Infrared Capabilities. Two are Better than One: An Ensemble …

Paper Group AWR 15

Paper Group AWR 15

May 7, 2019

Lens Distortion Rectification using Triangulation based Interpolation. MultiNet: Real-time Joint Semantic Reasoning for Autonomous Driving. Optimization Methods for Large-Scale Machine Learning. Unsupervised Cross-Domain Image Generation. Beam Search for Learning a Deep Convolutional Neural Network of 3D Shapes. Recurrent Neural Network Grammars. J …
Paper Group AWR 16

Paper Group AWR 16

May 7, 2019

Asynchronous Temporal Fields for Action Recognition. Iterative Alternating Neural Attention for Machine Reading. Bilingual Learning of Multi-sense Embeddings with Discrete Autoencoders. Superpixels: An Evaluation of the State-of-the-Art. End to End Learning for Self-Driving Cars. SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5 …
Paper Group AWR 17

Paper Group AWR 17

May 7, 2019

Learning Latent Sub-events in Activity Videos Using Temporal Attention Filters. TeKnowbase: Towards Construction of a Knowledge-base of Technical Concepts. This before That: Causal Precedence in the Biomedical Domain. ORB-SLAM2: an Open-Source SLAM System for Monocular, Stereo and RGB-D Cameras. Multi-Scale Convolutional Neural Networks for Time Se …
Paper Group AWR 18

Paper Group AWR 18

May 7, 2019

Common-Description Learning: A Framework for Learning Algorithms and Generating Subproblems from Few Examples. Correlation Alignment for Unsupervised Domain Adaptation. Understanding deep learning requires rethinking generalization. Deep CORAL: Correlation Alignment for Deep Domain Adaptation. Building a Large Scale Dataset for Image Emotion Recogn …
Paper Group AWR 19

Paper Group AWR 19

May 7, 2019

Query-Efficient Imitation Learning for End-to-End Autonomous Driving. Embracing data abundance: BookTest Dataset for Reading Comprehension. Collaborative Filtering with User-Item Co-Autoregressive Models. Collaborative Filtering with Recurrent Neural Networks. Deep Markov Random Field for Image Modeling. PN-Net: Conjoined Triple Deep Network for Le …
Paper Group AWR 2

Paper Group AWR 2

May 7, 2019

Squared Earth Mover’s Distance-based Loss for Training Deep Neural Networks. LIFT: Learned Invariant Feature Transform. Wide & Deep Learning for Recommender Systems. Face Detection with End-to-End Integration of a ConvNet and a 3D Model. Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science. Improving the Neural Algorith …
Paper Group AWR 20

Paper Group AWR 20

May 7, 2019

Bayesian optimization of hyper-parameters in reservoir computing. Modeling Context in Referring Expressions. Aggregated Residual Transformations for Deep Neural Networks. Scale-constrained Unsupervised Evaluation Method for Multi-scale Image Segmentation. Depth Image Inpainting: Improving Low Rank Matrix Completion with Low Gradient Regularization. …
Paper Group AWR 21

Paper Group AWR 21

May 7, 2019

Strategyproof Peer Selection using Randomization, Partitioning, and Apportionment. Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning. Adversarial Machine Learning at Scale. Understanding How Image Quality Affects Deep Neural Networks. LightNet: A Versatile, Standalone Matlab-based Environment for Deep Learning. Detec …
Paper Group AWR 22

Paper Group AWR 22

May 7, 2019

A U-statistic Approach to Hypothesis Testing for Structure Discovery in Undirected Graphical Models. Word Embeddings for the Construction Domain. Generative and Discriminative Voxel Modeling with Convolutional Neural Networks. MultiCol-SLAM - A Modular Real-Time Multi-Camera SLAM System. Value Iteration Networks. Training Deep Nets with Sublinear M …
Paper Group AWR 23

Paper Group AWR 23

May 7, 2019

The ZipML Framework for Training Models with End-to-End Low Precision: The Cans, the Cannots, and a Little Bit of Deep Learning. Tracing liquid level and material boundaries in transparent vessels using the graph cut computer vision approach. An Empirical Evaluation of doc2vec with Practical Insights into Document Embedding Generation. A Dictionary …
Paper Group AWR 24

Paper Group AWR 24

May 7, 2019

Visual Question Answering: A Survey of Methods and Datasets. Multiframe Motion Coupling for Video Super Resolution. On the Quantitative Analysis of Decoder-Based Generative Models. Learning to Poke by Poking: Experiential Learning of Intuitive Physics. The GPU-based Parallel Ant Colony System. 3D fully convolutional networks for subcortical segment …
Paper Group AWR 25

Paper Group AWR 25

May 7, 2019

Tensor Switching Networks. Learning Representations for Automatic Colorization. Robust and Low-Rank Representation for Fast Face Identification with Occlusions. SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient. Boosting Joint Models for Longitudinal and Time-to-Event Data. Interpreting Neural Networks to Improve Politeness Comprehe …
Paper Group AWR 26

Paper Group AWR 26

May 7, 2019

Fully Character-Level Neural Machine Translation without Explicit Segmentation. A Kernel Test of Goodness of Fit. Latent Tree Language Model. The Semantic Knowledge Graph: A compact, auto-generated model for real-time traversal and ranking of any relationship within a domain. Combining Data-driven and Model-driven Methods for Robust Facial Landmark …
Paper Group AWR 27

Paper Group AWR 27

May 7, 2019

Towards K-means-friendly Spaces: Simultaneous Deep Learning and Clustering. Preliminaries of a Space Situational Awareness Ontology. Drawing and Recognizing Chinese Characters with Recurrent Neural Network. Fully Convolutional Networks for Semantic Segmentation. Sequence-to-point learning with neural networks for nonintrusive load monitoring. Deep …
Paper Group AWR 28

Paper Group AWR 28

May 7, 2019

From Softmax to Sparsemax: A Sparse Model of Attention and Multi-Label Classification. CYCLADES: Conflict-free Asynchronous Machine Learning. Dataset and Neural Recurrent Sequence Labeling Model for Open-Domain Factoid Question Answering. End-to-end Optimized Image Compression. Astronomical image reconstruction with convolutional neural networks. D …
Paper Group AWR 29

Paper Group AWR 29

May 7, 2019

Online Learning of Event Definitions. Neural Summarization by Extracting Sentences and Words. Image Captioning with Deep Bidirectional LSTMs. Trained Ternary Quantization. View Synthesis by Appearance Flow. Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization. Action Recognition with Dynamic Image Networks. Regularizing …
Paper Group AWR 3

Paper Group AWR 3

May 7, 2019

Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition. Adversarial Feature Learning. Entropy-SGD: Biasing Gradient Descent Into Wide Valleys. Demystifying Fixed k-Nearest Neighbor Information Estimators. DCM Bandits: Learning to Rank with Multiple Clicks. WaveNet: A Generative Model for Raw Audio. …
Paper Group AWR 30

Paper Group AWR 30

May 7, 2019

Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics. Overcoming catastrophic forgetting in neural networks. Synthesized Classifiers for Zero-Shot Learning. XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks. Hierarchical Question-Image Co-Attention for Visual Question Answering. Spatially …
Paper Group AWR 31

Paper Group AWR 31

May 7, 2019

Using Distributed Representations to Disambiguate Biomedical and Clinical Concepts. Aspect Level Sentiment Classification with Deep Memory Network. Growing Graphs with Hyperedge Replacement Graph Grammars. InterpoNet, A brain inspired neural network for optical flow dense interpolation. Implementing a Reverse Dictionary, based on word definitions, …
Paper Group AWR 32

Paper Group AWR 32

May 7, 2019

Car Type Recognition with Deep Neural Networks. Learning Covariant Feature Detectors. PAMPO: using pattern matching and pos-tagging for effective Named Entities recognition in Portuguese. Beyond Skip Connections: Top-Down Modulation for Object Detection. Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec. Character-level Convolutiona …
Paper Group AWR 33

Paper Group AWR 33

May 7, 2019

Variational Neural Machine Translation. Improving Reliability of Word Similarity Evaluation by Redesigning Annotation Task and Performance Measure. GPU-accelerated real-time stixel computation. Using Discourse Signals for Robust Instructor Intervention Prediction. Slack and Margin Rescaling as Convex Extensions of Supermodular Functions. Single-Cha …
Paper Group AWR 34

Paper Group AWR 34

May 7, 2019

Sequence-to-Sequence Learning as Beam-Search Optimization. Key-Value Memory Networks for Directly Reading Documents. RETAIN: An Interpretable Predictive Model for Healthcare using Reverse Time Attention Mechanism. Deep Feature Interpolation for Image Content Changes. Range Loss for Deep Face Recognition with Long-tail. To Frontalize or Not To Front …
Paper Group AWR 35

Paper Group AWR 35

May 7, 2019

The Evolution of Sentiment Analysis - A Review of Research Topics, Venues, and Top Cited Papers. Sampling Requirements and Accelerated Schemes for Sparse Linear Regression with Orthogonal Least-Squares. Linguistic Input Features Improve Neural Machine Translation. Topic Modeling over Short Texts by Incorporating Word Embeddings. Very Deep Convoluti …
Paper Group AWR 36

Paper Group AWR 36

May 7, 2019

A Mathematical Formalization of Hierarchical Temporal Memory’s Spatial Pooler. Specific Differential Entropy Rate Estimation for Continuous-Valued Time Series. Benchmarking Deep Reinforcement Learning for Continuous Control. RNN Approaches to Text Normalization: A Challenge. Towards Viewpoint Invariant 3D Human Pose Estimation. A budget-constrained …
Paper Group AWR 37

Paper Group AWR 37

May 7, 2019

Assessing the Ability of LSTMs to Learn Syntax-Sensitive Dependencies. TGIF: A New Dataset and Benchmark on Animated GIF Description. Video Description using Bidirectional Recurrent Neural Networks. High-Dimensional Regularized Discriminant Analysis. MusicMood: Predicting the mood of music from song lyrics using machine learning. Improved Technique …
Paper Group AWR 38

Paper Group AWR 38

May 7, 2019

Joint Face Detection and Alignment using Multi-task Cascaded Convolutional Networks. Perceptual Losses for Real-Time Style Transfer and Super-Resolution. SCA-CNN: Spatial and Channel-wise Attention in Convolutional Networks for Image Captioning. Target-driven Visual Navigation in Indoor Scenes using Deep Reinforcement Learning. Fast L1-NMF for Mult …
Paper Group AWR 39

Paper Group AWR 39

May 7, 2019

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network. CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic Relations. Learning a Deep Embedding Model for Zero-Shot Learning. An Empirical Study and Analysis of Generalized Zero-Shot Learning for Object Recog …