[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 35
July 30, 2019

Paper Group AWR 35

SurvivalNet: Predicting patient survival from diffusion weighted magnetic resonance images using cascaded fully convolutional and 3D convolutional neural networks. InterpNET: Neural Introspection for Interpretable Deep Learning. To Index or Not to Index: Optimizing Exact Maximum Inner Product Search. Deep Architectures for Neural Machine Translatio …

Paper Group AWR 36

Paper Group AWR 36

July 30, 2019

Latent Intention Dialogue Models. Beyond saliency: understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation. The iNaturalist Species Classification and Detection Dataset. Beyond Face Rotation: Global and Local Perception GAN for Photorealistic and Identity Preserving Frontal View Synthesis. Learning S …
Paper Group AWR 37

Paper Group AWR 37

July 30, 2019

Dual Long Short-Term Memory Networks for Sub-Character Representation Learning. JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs. Black-Box Data-efficient Policy Search for Robotics. Learning Accurate Low-Bit Deep Neural Networks with Stochastic Quantization. An Architecture Combining Convolutional Neural Network (CN …
Paper Group AWR 38

Paper Group AWR 38

July 30, 2019

AON: Towards Arbitrarily-Oriented Text Recognition. Laplacian-Steered Neural Style Transfer. Interpretable Policies for Reinforcement Learning by Genetic Programming. Combining Residual Networks with LSTMs for Lipreading. Distance-based classifier by data transformation for high-dimension, strongly spiked eigenvalue models. GXNOR-Net: Training deep …
Paper Group AWR 39

Paper Group AWR 39

July 30, 2019

Adaptation to criticality through organizational invariance in embodied agents. Model-Free Renewable Scenario Generation Using Generative Adversarial Networks. Paraphrasing verbal metonymy through computational methods. Multi-Context Attention for Human Pose Estimation. Real-time deep hair matting on mobile devices. Information-Flow Matting. Integr …
Paper Group AWR 4

Paper Group AWR 4

July 30, 2019

Empirically Analyzing the Effect of Dataset Biases on Deep Face Recognition Systems. Low-Shot Learning with Imprinted Weights. InfiniTAM v3: A Framework for Large-Scale 3D Reconstruction with Loop Closure. Adversarial Variational Bayes: Unifying Variational Autoencoders and Generative Adversarial Networks. DeepNAT: Deep Convolutional Neural Network …
Paper Group AWR 40

Paper Group AWR 40

July 30, 2019

CNN Fixations: An unraveling approach to visualize the discriminative image regions. Measurement Context Extraction from Text: Discovering Opportunities and Gaps in Earth Science. An Equivalence of Fully Connected Layer and Convolutional Layer. TS-LSTM and Temporal-Inception: Exploiting Spatiotemporal Dynamics for Activity Recognition. Deep Extreme …
Paper Group AWR 41

Paper Group AWR 41

July 30, 2019

Deep EHR: A Survey of Recent Advances in Deep Learning Techniques for Electronic Health Record (EHR) Analysis. Kernalised Multi-resolution Convnet for Visual Tracking. Neural Question Generation from Text: A Preliminary Study. An Analysis of Parallelized Motion Masking Using Dual-Mode Single Gaussian Models. Towards Principled Methods for Training …
Paper Group AWR 42

Paper Group AWR 42

July 30, 2019

Automatic Classification of Bright Retinal Lesions via Deep Network Features. A Hybrid Convolutional Variational Autoencoder for Text Generation. A Bayesian Data Augmentation Approach for Learning Deep Models. Rank Pruning for Dominance Queries in CP-Nets. REBAR: Low-variance, unbiased gradient estimates for discrete latent variable models. Fisher- …
Paper Group AWR 43

Paper Group AWR 43

July 30, 2019

Constrained Bayesian Optimization for Automatic Chemical Design. Recurrent Filter Learning for Visual Tracking. Probabilistic Matrix Factorization for Automated Machine Learning. Efficient Antihydrogen Detection in Antimatter Physics by Deep Learning. Engineering fast multilevel support vector machines. An All-in-One Network for Dehazing and Beyond …
Paper Group AWR 44

Paper Group AWR 44

July 30, 2019

Learning to solve inverse problems using Wasserstein loss. Boltzmann machines and energy-based models. Beetle Antennae Search without Parameter Tuning (BAS-WPT) for Multi-objective Optimization. Parametrization and generation of geological models with generative adversarial networks. A Fast and Robust TSVM for Pattern Classification. Formal Verific …
Paper Group AWR 45

Paper Group AWR 45

July 30, 2019

Graph-Sparse Logistic Regression. Smooth and Sparse Optimal Transport. Orthogonal Weight Normalization: Solution to Optimization over Multiple Dependent Stiefel Manifolds in Deep Neural Networks. Truncating Wide Networks using Binary Tree Architectures. Structured Bayesian Pruning via Log-Normal Multiplicative Noise. LAP: a Linearize and Project Me …
Paper Group AWR 46

Paper Group AWR 46

July 30, 2019

Surface Networks. LanideNN: Multilingual Language Identification on Character Window. Coupled Ensembles of Neural Networks. Learning by Association - A versatile semi-supervised training method for neural networks. RoomNet: End-to-End Room Layout Estimation. A non-projective greedy dependency parser with bidirectional LSTMs. Deep Speaker: an End-to …
Paper Group AWR 47

Paper Group AWR 47

July 30, 2019

Automatic skin lesion segmentation with fully convolutional-deconvolutional networks. Every Untrue Label is Untrue in its Own Way: Controlling Error Type with the Log Bilinear Loss. Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer. Query-by-Example Search with Discriminative Neural Acoustic Word Embeddings. Incorporat …
Paper Group AWR 48

Paper Group AWR 48

July 30, 2019

Proximal Backpropagation. SSH: Single Stage Headless Face Detector. Video Enhancement with Task-Oriented Flow. Fine-grained human evaluation of neural versus phrase-based machine translation. Language and Noise Transfer in Speech Enhancement Generative Adversarial Network. Modeling Label Ambiguity for Neural List-Wise Learning to Rank. Heterogeneou …
Paper Group AWR 49

Paper Group AWR 49

July 30, 2019

Bidirectional Attention for SQL Generation. Analytic solution and stationary phase approximation for the Bayesian lasso and elastic net. A Generic Deep Architecture for Single Image Reflection Removal and Image Smoothing. Multi-Task Learning by Deep Collaboration and Application in Facial Landmark Detection. Contextualized Word Representations for …
Paper Group AWR 5

Paper Group AWR 5

July 30, 2019

HDR image reconstruction from a single exposure using deep CNNs. Machine Learning for RealisticBall Detection in RoboCup SPL. Shifting Mean Activation Towards Zero with Bipolar Activation Functions. How Much Chemistry Does a Deep Neural Network Need to Know to Make Accurate Predictions?. Log-DenseNet: How to Sparsify a DenseNet. Semantic3D.net: A n …
Paper Group AWR 50

Paper Group AWR 50

July 30, 2019

Ray: A Distributed Framework for Emerging AI Applications. Bayesian Recurrent Neural Networks. Machine learning modeling for time series problem: Predicting flight ticket prices. MonoPerfCap: Human Performance Capture from Monocular Video. Mimicking Word Embeddings using Subword RNNs. Overcoming Catastrophic Forgetting by Incremental Moment Matchin …
Paper Group AWR 51

Paper Group AWR 51

July 30, 2019

EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies. An Unsupervised Method for Estimating the Global Horizontal Irradiance from Photovoltaic Power Measurements. Classification and clustering for observations of event time data using non-homogeneous Poisson process models. SkipFlow: Incorporating Neural Coherence Features …
Paper Group AWR 52

Paper Group AWR 52

July 30, 2019

On the Effectiveness of Discretizing Quantitative Attributes in Linear Classifiers. FCN-rLSTM: Deep Spatio-Temporal Neural Networks for Vehicle Counting in City Cameras. Indirect Supervision for Relation Extraction using Question-Answer Pairs. Faster independent component analysis by preconditioning with Hessian approximations. DeepAR: Probabilisti …
Paper Group AWR 53

Paper Group AWR 53

July 30, 2019

A physical model for efficient ranking in networks. Room for improvement in automatic image description: an error analysis. Autoencoder Node Saliency: Selecting Relevant Latent Representations. Learned Optimizers that Scale and Generalize. DANCin SEQ2SEQ: Fooling Text Classifiers with Adversarial Text Example Generation. Predicting Pairwise Relatio …
Paper Group AWR 54

Paper Group AWR 54

July 30, 2019

Persistence Diagrams with Linear Machine Learning Models. Memory-Efficient Implementation of DenseNets. Modular Multi-Objective Deep Reinforcement Learning with Decision Values. Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph. Design of low-cost, compact and weather-proof whole sky imagers for high-dynamic-range cap …
Paper Group AWR 55

Paper Group AWR 55

July 30, 2019

Skill2vec: Machine Learning Approach for Determining the Relevant Skills from Job Description. Neural 3D Mesh Renderer. Visual Interaction Networks. DeepDSL: A Compilation-based Domain-Specific Language for Deep Learning. Valid Inference Corrected for Outlier Removal. Word Embeddings via Tensor Factorization. Efficient variational Bayesian neural n …
Paper Group AWR 56

Paper Group AWR 56

July 30, 2019

Fully Automated Fact Checking Using External Sources. Thermostat-assisted continuously-tempered Hamiltonian Monte Carlo for Bayesian learning. Superhuman Accuracy on the SNEMI3D Connectomics Challenge. A General Framework for Adversarial Examples with Objectives. Rocket Launching: A Universal and Efficient Framework for Training Well-performing Lig …
Paper Group AWR 57

Paper Group AWR 57

July 30, 2019

Multi-agent Reinforcement Learning in Sequential Social Dilemmas. Breaking the Softmax Bottleneck: A High-Rank RNN Language Model. Argotario: Computational Argumentation Meets Serious Games. RECOD Titans at ISIC Challenge 2017. Biased Importance Sampling for Deep Neural Network Training. A Bayesian Method for Joint Clustering of Vectorial Data and …
Paper Group AWR 58

Paper Group AWR 58

July 30, 2019

Neural Networks for Beginners. A fast implementation in Matlab, Torch, TensorFlow. Machine Learning by Unitary Tensor Network of Hierarchical Tree Structure. Revisiting Unsupervised Learning for Defect Prediction. Learning Chinese Word Representations From Glyphs Of Characters. Query-Based Abstractive Summarization Using Neural Networks. Active Lea …
Paper Group AWR 59

Paper Group AWR 59

July 30, 2019

Tracking for Half an Hour. Enhancing Network Embedding with Auxiliary Information: An Explicit Matrix Factorization Perspective. SuperPoint: Self-Supervised Interest Point Detection and Description. A Low-Cost Ethics Shaping Approach for Designing Reinforcement Learning Agents. DropIn: Making Reservoir Computing Neural Networks Robust to Missing In …
Paper Group AWR 6

Paper Group AWR 6

July 30, 2019

SNeCT: Scalable network constrained Tucker decomposition for integrative multi-platform data analysis. A Hybrid Approach For Hindi-English Machine Translation. Using deep learning to reveal the neural code for images in primary visual cortex. Deep learning and the Schrödinger equation. Scalable Twin Neural Networks for Classification of Unbalanced …