[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 50
October 21, 2019

Paper Group AWR 50

Parameter Sharing Methods for Multilingual Self-Attentional Translation Models. Neural Networks Regularization Through Representation Learning. Structured Adversarial Attack: Towards General Implementation and Better Interpretability. Breaking the Curse of Horizon: Infinite-Horizon Off-Policy Estimation. Sequential Preference-Based Optimization. Au …

Paper Group AWR 51

Paper Group AWR 51

October 21, 2019

MicronNet: A Highly Compact Deep Convolutional Neural Network Architecture for Real-time Embedded Traffic Sign Classification. GaitSet: Regarding Gait as a Set for Cross-View Gait Recognition. Evaluating the Robustness of Neural Networks: An Extreme Value Theory Approach. Weakly Supervised Silhouette-based Semantic Scene Change Detection. Finite-Da …
Paper Group AWR 52

Paper Group AWR 52

October 21, 2019

Design Challenges and Misconceptions in Neural Sequence Labeling. Enabling Factorized Piano Music Modeling and Generation with the MAESTRO Dataset. SlowFast Networks for Video Recognition. Fast and Robust Multiple ColorChecker Detection using Deep Convolutional Neural Networks. Learning to Separate Object Sounds by Watching Unlabeled Video. LaneNet …
Paper Group AWR 53

Paper Group AWR 53

October 21, 2019

Iterative fully convolutional neural networks for automatic vertebra segmentation and identification. Scaling provable adversarial defenses. A Reinforcement Learning Approach to Interactive-Predictive Neural Machine Translation. Graphite: Iterative Generative Modeling of Graphs. MC-GAN: Multi-conditional Generative Adversarial Network for Image Syn …
Paper Group AWR 54

Paper Group AWR 54

October 21, 2019

Characterizing Well-Behaved vs. Pathological Deep Neural Networks. Learning Depth with Convolutional Spatial Propagation Network. Hamiltonian Descent Methods. On the Complexity of Opinions and Online Discussions. Action-Agnostic Human Pose Forecasting. CytonRL: an Efficient Reinforcement Learning Open-source Toolkit Implemented in C++. Two-Stage Co …
Paper Group AWR 55

Paper Group AWR 55

October 21, 2019

Molecular generative model based on conditional variational autoencoder for de novo molecular design. The Importance of Being Recurrent for Modeling Hierarchical Structure. A Differential Privacy Mechanism Design Under Matrix-Valued Query. Stochastic Trust Region Inexact Newton Method for Large-scale Machine Learning. Proximity Forest: An effective …
Paper Group AWR 56

Paper Group AWR 56

October 21, 2019

Leveraging Contact Forces for Learning to Grasp. Ordered Preference Elicitation Strategies for Supporting Multi-Objective Decision Making. GPipe: Efficient Training of Giant Neural Networks using Pipeline Parallelism. Multi-Stage Reinforcement Learning For Object Detection. Opinion Dynamics with Varying Susceptibility to Persuasion. Deep Inverse Op …
Paper Group AWR 57

Paper Group AWR 57

October 21, 2019

Concolic Testing for Deep Neural Networks. Active Neural Localization. Fast Convex Pruning of Deep Neural Networks. A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation. Improving Review Representations with User Attention and Product Attention for Sentiment Classification. dhSegment: A generic deep-learning …
Paper Group AWR 58

Paper Group AWR 58

October 21, 2019

CM3: Cooperative Multi-goal Multi-stage Multi-agent Reinforcement Learning. NTUA-SLP at SemEval-2018 Task 3: Tracking Ironic Tweets using Ensembles of Word and Character Level Attentive RNNs. Beyond task success: A closer look at jointly learning to see, ask, and GuessWhat. Engaging Image Chat: Modeling Personality in Grounded Dialogue. Breast Canc …
Paper Group AWR 59

Paper Group AWR 59

October 21, 2019

Attention, Learn to Solve Routing Problems!. MAN: Moment Alignment Network for Natural Language Moment Retrieval via Iterative Graph Adjustment. Graph-based Filtering of Out-of-Vocabulary Words for Encoder-Decoder Models. SubGram: Extending Skip-gram Word Representation with Substrings. Inverse Problems in Asteroseismology. Scalable Factorized Hier …
Paper Group AWR 6

Paper Group AWR 6

October 21, 2019

Bayesian sparse reconstruction: a brute-force approach to astronomical imaging and machine learning. AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification. Hierarchical Quantized Representations for Script Generation. Simple Baselines for Human Pose Estimation and Tracking. Mapping In …
Paper Group AWR 60

Paper Group AWR 60

October 21, 2019

NeuralREG: An end-to-end approach to referring expression generation. Generating Easy-to-Understand Referring Expressions for Target Identifications. Reparameterization Gradient for Non-differentiable Models. Convolutional Social Pooling for Vehicle Trajectory Prediction. CSV: Image Quality Assessment Based on Color, Structure, and Visual System. L …
Paper Group AWR 61

Paper Group AWR 61

October 21, 2019

Stochastic Attraction-Repulsion Embedding for Large Scale Image Localization. Accurate, Efficient and Scalable Graph Embedding. Torchbearer: A Model Fitting Library for PyTorch. DEMorphy, German Language Morphological Analyzer. C3: Concentrated-Comprehensive Convolution and its application to semantic segmentation. The TUM VI Benchmark for Evaluati …
Paper Group AWR 62

Paper Group AWR 62

October 21, 2019

Variable Prioritization in Nonlinear Black Box Methods: A Genetic Association Case Study. Fluctuation-dissipation relations for stochastic gradient descent. Learning Integral Representations of Gaussian Processes. HitNet: a neural network with capsules embedded in a Hit-or-Miss layer, extended with hybrid data augmentation and ghost capsules. Longi …
Paper Group AWR 63

Paper Group AWR 63

October 21, 2019

Theoretical Impediments to Machine Learning With Seven Sparks from the Causal Revolution. Magnitude: A Fast, Efficient Universal Vector Embedding Utility Package. Liver Lesion Detection from Weakly-labeled Multi-phase CT Volumes with a Grouped Single Shot MultiBox Detector. Improving Whole Slide Segmentation Through Visual Context - A Systematic St …
Paper Group AWR 64

Paper Group AWR 64

October 21, 2019

A Domain Guided CNN Architecture for Predicting Age from Structural Brain Images. Distributed regression modeling for selecting markers under data protection constraints. Probabilistic Verification of Fairness Properties via Concentration. Single-Agent Policy Tree Search With Guarantees. Free as in Free Word Order: An Energy Based Model for Word Se …
Paper Group AWR 65

Paper Group AWR 65

October 21, 2019

3D-SIS: 3D Semantic Instance Segmentation of RGB-D Scans. End-to-end Multimodal Emotion and Gender Recognition with Dynamic Joint Loss Weights. Two-Player Games for Efficient Non-Convex Constrained Optimization. Automatic Article Commenting: the Task and Dataset. Conditional Generators of Words Definitions. SOLAR: Deep Structured Representations fo …
Paper Group AWR 66

Paper Group AWR 66

October 21, 2019

Homogeneity-Based Transmissive Process to Model True and False News in Social Networks. Learning pronunciation from a foreign language in speech synthesis networks. Deriving Machine Attention from Human Rationales. Bayesian Joint Spike-and-Slab Graphical Lasso. Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks. Ster …
Paper Group AWR 67

Paper Group AWR 67

October 21, 2019

Computational Historical Linguistics. Heterogeneous multireference alignment for images with application to 2-D classification in single particle reconstruction. A Machine Learning Framework for Stock Selection. AVID: Adversarial Visual Irregularity Detection. Backprop-Q: Generalized Backpropagation for Stochastic Computation Graphs. Multi-modal Cy …
Paper Group AWR 68

Paper Group AWR 68

October 21, 2019

Weakly-supervised Visual Instrument-playing Action Detection in Videos. Variational Autoencoders for Collaborative Filtering. DeepEfficiency - optimal efficiency inversion in higher dimensions at the LHC. Low-rank semidefinite programming for the MAX2SAT problem. Inference Suboptimality in Variational Autoencoders. Weakly Supervised Deep Image Hash …
Paper Group AWR 69

Paper Group AWR 69

October 21, 2019

Bleaching Text: Abstract Features for Cross-lingual Gender Prediction. Interoceptive robustness through environment-mediated morphological development. Deep learning with differential Gaussian process flows. CSI-Net: Unified Human Body Characterization and Pose Recognition. Aequitas: A Bias and Fairness Audit Toolkit. Creative Invention Benchmark. …
Paper Group AWR 7

Paper Group AWR 7

October 21, 2019

Learning Multiplication-free Linear Transformations. iCAN: Instance-Centric Attention Network for Human-Object Interaction Detection. URSA: A Neural Network for Unordered Point Clouds Using Constellations. Learning Permutations with Sinkhorn Policy Gradient. Urban Change Detection for Multispectral Earth Observation Using Convolutional Neural Netwo …
Paper Group AWR 70

Paper Group AWR 70

October 21, 2019

Unbiased deep solvers for parametric PDEs. StarCraft Micromanagement with Reinforcement Learning and Curriculum Transfer Learning. SupportNet: solving catastrophic forgetting in class incremental learning with support data. Multi-Pointer Co-Attention Networks for Recommendation. Context-Aware Visual Policy Network for Sequence-Level Image Captionin …
Paper Group AWR 71

Paper Group AWR 71

October 21, 2019

Scaling Gaussian Process Regression with Derivatives. Where are we now? A large benchmark study of recent symbolic regression methods. Fast Randomized PCA for Sparse Data. Evading classifiers in discrete domains with provable optimality guarantees. Parser Extraction of Triples in Unstructured Text. Beyond Word Importance: Contextual Decomposition t …
Paper Group AWR 72

Paper Group AWR 72

October 21, 2019

Deep Clustering for Unsupervised Learning of Visual Features. The Emotional Voices Database: Towards Controlling the Emotion Dimension in Voice Generation Systems. Learning in Variational Autoencoders with Kullback-Leibler and Renyi Integral Bounds. Improving Entity Linking by Modeling Latent Relations between Mentions. Neural Network Quine. MIZAN: …
Paper Group AWR 73

Paper Group AWR 73

October 21, 2019

Fast Best Subset Selection: Coordinate Descent and Local Combinatorial Optimization Algorithms. Distilling Knowledge for Search-based Structured Prediction. Fast High-Dimensional Bilateral and Nonlocal Means Filtering. Gradient descent revisited via an adaptive online learning rate. Data-Efficient Hierarchical Reinforcement Learning. Improving Opti …
Paper Group AWR 74

Paper Group AWR 74

October 21, 2019

Model-Based Reinforcement Learning via Meta-Policy Optimization. Neural-Davidsonian Semantic Proto-role Labeling. Deep Learning based Early Detection and Grading of Diabetic Retinopathy Using Retinal Fundus Images. Bi-Directional Block Self-Attention for Fast and Memory-Efficient Sequence Modeling. Generalized Cross Entropy Loss for Training Deep N …
Paper Group AWR 75

Paper Group AWR 75

October 21, 2019

EMI: Exploration with Mutual Information. Hierarchical Methods of Moments. Classification from Pairwise Similarity and Unlabeled Data. A tutorial on Particle Swarm Optimization Clustering. Exploiting Unintended Feature Leakage in Collaborative Learning. Road Damage Detection And Classification In Smartphone Captured Images Using Mask R-CNN. Multimo …