[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 1
July 30, 2019

Paper Group AWR 1

Online Learning Rate Adaptation with Hypergradient Descent. Decoupled Weight Decay Regularization. Learning with Opponent-Learning Awareness. End-to-end Recurrent Neural Network Models for Vietnamese Named Entity Recognition: Word-level vs. Character-level. An Ensemble Deep Learning Based Approach for Red Lesion Detection in Fundus Images. One Mode …

Paper Group AWR 10

Paper Group AWR 10

July 30, 2019

Reflection Separation Using Guided Annotation. S$^3$FD: Single Shot Scale-invariant Face Detector. UntrimmedNets for Weakly Supervised Action Recognition and Detection. Classical Structured Prediction Losses for Sequence to Sequence Learning. Learning to diagnose from scratch by exploiting dependencies among labels. Image Quality Assessment Guided …
Paper Group AWR 11

Paper Group AWR 11

July 30, 2019

Shakespearizing Modern Language Using Copy-Enriched Sequence-to-Sequence Models. Many Paths to Equilibrium: GANs Do Not Need to Decrease a Divergence At Every Step. Grad-CAM++: Improved Visual Explanations for Deep Convolutional Networks. End-to-End Task-Completion Neural Dialogue Systems. Domain Adaptation by Using Causal Inference to Predict Inva …
Paper Group AWR 12

Paper Group AWR 12

July 30, 2019

Time Series Using Exponential Smoothing Cells. Transfer Learning for OCRopus Model Training on Early Printed Books. Automatic Query Image Disambiguation for Content-Based Image Retrieval. Self-Normalizing Neural Networks. Speaker Diarization with LSTM. In2I : Unsupervised Multi-Image-to-Image Translation Using Generative Adversarial Networks. Effic …
Paper Group AWR 13

Paper Group AWR 13

July 30, 2019

Conditional Time Series Forecasting with Convolutional Neural Networks. Learning to Segment Every Thing. Rasa: Open Source Language Understanding and Dialogue Management. Joint 3D Proposal Generation and Object Detection from View Aggregation. Contaminated speech training methods for robust DNN-HMM distant speech recognition. MUTAN: Multimodal Tuck …
Paper Group AWR 14

Paper Group AWR 14

July 30, 2019

Evaluating Robustness of Neural Networks with Mixed Integer Programming. Deep Alignment Network: A convolutional neural network for robust face alignment. A Review on Deep Learning Techniques Applied to Semantic Segmentation. Splenomegaly Segmentation using Global Convolutional Kernels and Conditional Generative Adversarial Networks. Deep Residual …
Paper Group AWR 15

Paper Group AWR 15

July 30, 2019

Analysis and Optimization of Convolutional Neural Network Architectures. Batch-based Activity Recognition from Egocentric Photo-Streams Revisited. Temporally-Reweighted Chinese Restaurant Process Mixtures for Clustering, Imputing, and Forecasting Multivariate Time Series. Generating Multi-label Discrete Patient Records using Generative Adversarial …
Paper Group AWR 16

Paper Group AWR 16

July 30, 2019

Arguing Machines: Human Supervision of Black Box AI Systems That Make Life-Critical Decisions. Improving Text Proposals for Scene Images with Fully Convolutional Networks. Fully Convolutional Architectures for Multi-Class Segmentation in Chest Radiographs. Unsupervised, Knowledge-Free, and Interpretable Word Sense Disambiguation. Text Generation Ba …
Paper Group AWR 17

Paper Group AWR 17

July 30, 2019

Learning Disentangled Representations with Semi-Supervised Deep Generative Models. Lagged Exact Bayesian Online Changepoint Detection with Parameter Estimation. Deep Air Learning: Interpolation, Prediction, and Feature Analysis of Fine-grained Air Quality. Grammar Variational Autoencoder. Constrained Policy Optimization. Deep Reinforcement Learning …
Paper Group AWR 18

Paper Group AWR 18

July 30, 2019

The Trimmed Lasso: Sparsity and Robustness. Relation Networks for Object Detection. Learning to Acquire Information. A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network. Linear Disentangled Representation Learning for Facial Actions. Deep Recurrent NMF for Speech Separation by Unfolding Iterative Thresholding …
Paper Group AWR 19

Paper Group AWR 19

July 30, 2019

DeepCorrect: Correcting DNN models against Image Distortions. TensorLayer: A Versatile Library for Efficient Deep Learning Development. First-Person Hand Action Benchmark with RGB-D Videos and 3D Hand Pose Annotations. PixColor: Pixel Recursive Colorization. Adversarial Synthesis Learning Enables Segmentation Without Target Modality Ground Truth. H …
Paper Group AWR 2

Paper Group AWR 2

July 30, 2019

Effective Use of Bidirectional Language Modeling for Transfer Learning in Biomedical Named Entity Recognition. Fast and Accurate Image Super Resolution by Deep CNN with Skip Connection and Network in Network. Universal Style Transfer via Feature Transforms. Hashing as Tie-Aware Learning to Rank. Reconstructing Subject-Specific Effect Maps. MIHash: …
Paper Group AWR 20

Paper Group AWR 20

July 30, 2019

Burst Denoising with Kernel Prediction Networks. Deep Functional Maps: Structured Prediction for Dense Shape Correspondence. Encoding of phonology in a recurrent neural model of grounded speech. How far are we from solving the 2D & 3D Face Alignment problem? (and a dataset of 230,000 3D facial landmarks). An Introduction to Deep Learning for the Ph …
Paper Group AWR 21

Paper Group AWR 21

July 30, 2019

THUMT: An Open Source Toolkit for Neural Machine Translation. AMC: Attention guided Multi-modal Correlation Learning for Image Search. Data-Driven Sparse Structure Selection for Deep Neural Networks. Speech-Based Visual Question Answering. Second-Order Word Embeddings from Nearest Neighbor Topological Features. Parameter Space Noise for Exploration …
Paper Group AWR 22

Paper Group AWR 22

July 30, 2019

Evolving Deep Neural Networks. See, Hear, and Read: Deep Aligned Representations. A Joint Model for Question Answering and Question Generation. Deep Learning as a Mixed Convex-Combinatorial Optimization Problem. End-to-end Adversarial Learning for Generative Conversational Agents. Learning Bag-of-Features Pooling for Deep Convolutional Neural Netwo …
Paper Group AWR 23

Paper Group AWR 23

July 30, 2019

Estimating Missing Data in Temporal Data Streams Using Multi-directional Recurrent Neural Networks. A Simple Exponential Family Framework for Zero-Shot Learning. Deep Generative Adversarial Networks for Compressed Sensing Automates MRI. Deep Learning Sparse Ternary Projections for Compressed Sensing of Images. Pixie: A System for Recommending 3+ Bi …
Paper Group AWR 24

Paper Group AWR 24

July 30, 2019

DeepTest: Automated Testing of Deep-Neural-Network-driven Autonomous Cars. A Distributed Frank-Wolfe Framework for Learning Low-Rank Matrices with the Trace Norm. Smooth Neighbors on Teacher Graphs for Semi-supervised Learning. Bayesian Nonlinear Support Vector Machines for Big Data. The biglasso Package: A Memory- and Computation-Efficient Solver …
Paper Group AWR 25

Paper Group AWR 25

July 30, 2019

Semantic Instance Segmentation with a Discriminative Loss Function. Large-Scale Plant Classification with Deep Neural Networks. Coulomb GANs: Provably Optimal Nash Equilibria via Potential Fields. The Perception-Distortion Tradeoff. Deep Potential Molecular Dynamics: a scalable model with the accuracy of quantum mechanics. Improving text classifica …
Paper Group AWR 26

Paper Group AWR 26

July 30, 2019

Generalized orderless pooling performs implicit salient matching. On Breast Cancer Detection: An Application of Machine Learning Algorithms on the Wisconsin Diagnostic Dataset. Deep Expander Networks: Efficient Deep Networks from Graph Theory. A Good Practice Towards Top Performance of Face Recognition: Transferred Deep Feature Fusion. Towards A Ri …
Paper Group AWR 27

Paper Group AWR 27

July 30, 2019

Demystifying Neural Style Transfer. Deep Keyphrase Generation. Learning a CNN-based End-to-End Controller for a Formula SAE Racecar. Drug-Drug Interaction Extraction from Biomedical Text Using Long Short Term Memory Network. Question Answering through Transfer Learning from Large Fine-grained Supervision Data. Model-Powered Conditional Independence …
Paper Group AWR 28

Paper Group AWR 28

July 30, 2019

Neural Sketch Learning for Conditional Program Generation. ZOO: Zeroth Order Optimization based Black-box Attacks to Deep Neural Networks without Training Substitute Models. W-Net: A Deep Model for Fully Unsupervised Image Segmentation. Efficient Yet Deep Convolutional Neural Networks for Semantic Segmentation. Wembedder: Wikidata entity embedding …
Paper Group AWR 29

Paper Group AWR 29

July 30, 2019

Bayesian fairness. Mask R-CNN. The Emergence of Canalization and Evolvability in an Open-Ended, Interactive Evolutionary System. eXpose: A Character-Level Convolutional Neural Network with Embeddings For Detecting Malicious URLs, File Paths and Registry Keys. SMILES Enumeration as Data Augmentation for Neural Network Modeling of Molecules. Online R …
Paper Group AWR 3

Paper Group AWR 3

July 30, 2019

Interactively Picking Real-World Objects with Unconstrained Spoken Language Instructions. ReBNet: Residual Binarized Neural Network. A Zero-Positive Learning Approach for Diagnosing Software Performance Regressions. Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesis. Adversarial PoseNet: A …
Paper Group AWR 30

Paper Group AWR 30

July 30, 2019

Cross-linguistic differences and similarities in image descriptions. HotFlip: White-Box Adversarial Examples for Text Classification. SMILES2Vec: An Interpretable General-Purpose Deep Neural Network for Predicting Chemical Properties. Sharp Minima Can Generalize For Deep Nets. Zero-Shot Task Generalization with Multi-Task Deep Reinforcement Learnin …
Paper Group AWR 31

Paper Group AWR 31

July 30, 2019

A Streaming Algorithm for Graph Clustering. Unite the People: Closing the Loop Between 3D and 2D Human Representations. Beam Search Strategies for Neural Machine Translation. Reservoir of Diverse Adaptive Learners and Stacking Fast Hoeffding Drift Detection Methods for Evolving Data Streams. McDiarmid Drift Detection Methods for Evolving Data Strea …
Paper Group AWR 32

Paper Group AWR 32

July 30, 2019

In-Bed Pose Estimation: Deep Learning with Shallow Dataset. Overview of the NLPCC 2017 Shared Task: Chinese News Headline Categorization. Lifelong Learning with Dynamically Expandable Networks. Attacking Binarized Neural Networks. Triple Generative Adversarial Nets. Simple Online and Realtime Tracking with a Deep Association Metric. ExprGAN: Facial …
Paper Group AWR 33

Paper Group AWR 33

July 30, 2019

Denoising of 3D magnetic resonance images with multi-channel residual learning of convolutional neural network. Addressee and Response Selection in Multi-Party Conversations with Speaker Interaction RNNs. Fast Spectral Ranking for Similarity Search. Evaluating (and improving) the correspondence between deep neural networks and human representations …
Paper Group AWR 34

Paper Group AWR 34

July 30, 2019

Towards Reverse-Engineering Black-Box Neural Networks. Multiple Source Domain Adaptation with Adversarial Training of Neural Networks. A deep generative model for gene expression profiles from single-cell RNA sequencing. MAG: A Multilingual, Knowledge-base Agnostic and Deterministic Entity Linking Approach. PACRR: A Position-Aware Neural IR Model f …