[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 200
July 29, 2019

Paper Group AWR 200

Predicting Video Saliency with Object-to-Motion CNN and Two-layer Convolutional LSTM. A Benchmark Environment Motivated by Industrial Control Problems. Unsupervised Steganalysis Based on Artificial Training Sets. Optical Music Recognition with Convolutional Sequence-to-Sequence Models. Repeatability Is Not Enough: Learning Affine Regions via Discri …

Paper Group AWR 201

Paper Group AWR 201

July 29, 2019

Deep Layer Aggregation. ELF: An Extensive, Lightweight and Flexible Research Platform for Real-time Strategy Games. Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation. AOGNets: Compositional Grammatical Architectures for Deep Learning. Revisiting the Arcade Learning Environment: Evaluation Protocols …
Paper Group AWR 202

Paper Group AWR 202

July 29, 2019

Lossy Image Compression with Compressive Autoencoders. Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning. Static Gesture Recognition using Leap Motion. Distill-and-Compare: Auditing Black-Box Models Using Transparent Model Distillation. Investigation of Different Skeleton Features for CNN-based 3D Action Recogni …
Paper Group AWR 203

Paper Group AWR 203

July 29, 2019

Data Augmentation of Spectral Data for Convolutional Neural Network (CNN) Based Deep Chemometrics. Federated Control with Hierarchical Multi-Agent Deep Reinforcement Learning. Inertial Odometry on Handheld Smartphones. TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals. Deep Forecast: Deep Learning-based Spatio-Temporal Foreca …
Paper Group AWR 204

Paper Group AWR 204

July 29, 2019

Improving Exploration in Evolution Strategies for Deep Reinforcement Learning via a Population of Novelty-Seeking Agents. Towards Real-Time Advancement of Underwater Visual Quality with GAN. PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning. Bidirectional deep-readout echo state networks. PWLS-ULTRA: An Efficient Clustering an …
Paper Group AWR 77

Paper Group AWR 77

July 29, 2019

Bayesian Cluster Enumeration Criterion for Unsupervised Learning. BMXNet: An Open-Source Binary Neural Network Implementation Based on MXNet. Developing a comprehensive framework for multimodal feature extraction. A Novel Neural Network Model for Joint POS Tagging and Graph-based Dependency Parsing. Towards Alzheimer’s Disease Classification throug …
Paper Group AWR 78

Paper Group AWR 78

July 29, 2019

Statistics of Deep Generated Images. P-Tree Programming. Automatic Mapping of NES Games with Mappy. Joint Deep Modeling of Users and Items Using Reviews for Recommendation. Empower Sequence Labeling with Task-Aware Neural Language Model. Lenient Multi-Agent Deep Reinforcement Learning. Attentive Generative Adversarial Network for Raindrop Removal f …
Paper Group AWR 79

Paper Group AWR 79

July 29, 2019

Learning Visual Servoing with Deep Features and Fitted Q-Iteration. Attributes2Classname: A discriminative model for attribute-based unsupervised zero-shot learning. Good Features to Correlate for Visual Tracking. Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks. Deep Sketch Hashing: Fast Free-hand Sketch-Based Image Retrieval. …
Paper Group AWR 80

Paper Group AWR 80

July 29, 2019

Supervised Saliency Map Driven Segmentation of the Lesions in Dermoscopic Images. Variational Sequential Monte Carlo. A Two-Step Disentanglement Method. Sentence Simplification with Deep Reinforcement Learning. “Parallel Training Considered Harmful?": Comparing series-parallel and parallel feedforward network training. Improved Text Language Identi …
Paper Group AWR 81

Paper Group AWR 81

July 29, 2019

Learning More Universal Representations for Transfer-Learning. Conjugate-Computation Variational Inference : Converting Variational Inference in Non-Conjugate Models to Inferences in Conjugate Models. Deep Competitive Pathway Networks. One-Shot Reinforcement Learning for Robot Navigation with Interactive Replay. The Code2Text Challenge: Text Genera …
Paper Group AWR 82

Paper Group AWR 82

July 29, 2019

Sharp Models on Dull Hardware: Fast and Accurate Neural Machine Translation Decoding on the CPU. Continuous Representation of Location for Geolocation and Lexical Dialectology using Mixture Density Networks. Learning Word Relatedness over Time. Learning Background-Aware Correlation Filters for Visual Tracking. Dynamic Time-Aware Attention to Speake …
Paper Group AWR 83

Paper Group AWR 83

July 29, 2019

Seernet at EmoInt-2017: Tweet Emotion Intensity Estimator. Jumping across biomedical contexts using compressive data fusion. B-CNN: Branch Convolutional Neural Network for Hierarchical Classification. Cell Detection in Microscopy Images with Deep Convolutional Neural Network and Compressed Sensing. A Neural Parametric Singing Synthesizer. A Distrib …
Paper Group AWR 84

Paper Group AWR 84

July 29, 2019

Subregular Complexity and Deep Learning. Tensor-Train Recurrent Neural Networks for Video Classification. Content-Based Video-Music Retrieval Using Soft Intra-Modal Structure Constraint. Convolutional Neural Networks for Facial Expression Recognition. In Defense of the Triplet Loss for Person Re-Identification. Truly Multi-modal YouTube-8M Video Cl …
Paper Group AWR 85

Paper Group AWR 85

July 29, 2019

Soft Proposal Networks for Weakly Supervised Object Localization. Chord Generation from Symbolic Melody Using BLSTM Networks. Outcome-Oriented Predictive Process Monitoring: Review and Benchmark. Passing the Brazilian OAB Exam: data preparation and some experiments. Boosting Adversarial Attacks with Momentum. DPC-Net: Deep Pose Correction for Visua …
Paper Group AWR 86

Paper Group AWR 86

July 29, 2019

A Survey on Dialogue Systems: Recent Advances and New Frontiers. Quantifying multivariate redundancy with maximum entropy decompositions of mutual information. An Analytical Formula of Population Gradient for two-layered ReLU network and its Applications in Convergence and Critical Point Analysis. Handwritten Bangla Character Recognition Using The …
Paper Group AWR 87

Paper Group AWR 87

July 29, 2019

Beyond Part Models: Person Retrieval with Refined Part Pooling (and a Strong Convolutional Baseline). Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR. Random Erasing Data Augmentation. Camera Style Adaptation for Person Re-identification. Unlabeled Samples Generated by GAN Improve the Person Re-identification Basel …
Paper Group AWR 88

Paper Group AWR 88

July 29, 2019

Steganographic Generative Adversarial Networks. Group-level Emotion Recognition using Transfer Learning from Face Identification. Deep Learning for Patient-Specific Kidney Graft Survival Analysis. libact: Pool-based Active Learning in Python. Fast Single-Class Classification and the Principle of Logit Separation. DropMax: Adaptive Variational Softm …
Paper Group AWR 89

Paper Group AWR 89

July 29, 2019

Show, Ask, Attend, and Answer: A Strong Baseline For Visual Question Answering. Mind the Class Weight Bias: Weighted Maximum Mean Discrepancy for Unsupervised Domain Adaptation. Variational Attention for Sequence-to-Sequence Models. MoNoise: Modeling Noise Using a Modular Normalization System. Exploring the structure of a real-time, arbitrary neura …
Paper Group AWR 90

Paper Group AWR 90

July 29, 2019

Real-Time User-Guided Image Colorization with Learned Deep Priors. Setting an attention region for convolutional neural networks using region selective features, for recognition of materials within glass vessels. On the Complexity of Learning Neural Networks. Towards a quality metric for dense light fields. Beyond Counting: Comparisons of Density M …
Paper Group AWR 91

Paper Group AWR 91

July 29, 2019

Flow-GAN: Combining Maximum Likelihood and Adversarial Learning in Generative Models. Data Selection Strategies for Multi-Domain Sentiment Analysis. Real-Time Machine Learning: The Missing Pieces. Style Transfer in Text: Exploration and Evaluation. Beyond Bilinear: Generalized Multimodal Factorized High-order Pooling for Visual Question Answering. …
Paper Group AWR 92

Paper Group AWR 92

July 29, 2019

Visual Attribute Transfer through Deep Image Analogy. Fader Networks: Manipulating Images by Sliding Attributes. ZOOpt: Toolbox for Derivative-Free Optimization. Simplified Gating in Long Short-term Memory (LSTM) Recurrent Neural Networks. Molecular De Novo Design through Deep Reinforcement Learning. Towards Faster Training of Global Covariance Poo …
Paper Group AWR 93

Paper Group AWR 93

July 29, 2019

Self-Supervised Visual Planning with Temporal Skip Connections. Learning Multimodal Transition Dynamics for Model-Based Reinforcement Learning. f-GANs in an Information Geometric Nutshell. A signature-based machine learning model for bipolar disorder and borderline personality disorder. Learning a Hierarchical Latent-Variable Model of 3D Shapes. Ch …
Paper Group AWR 94

Paper Group AWR 94

July 29, 2019

Robust Minutiae Extractor: Integrating Deep Networks and Fingerprint Domain Knowledge. Relaxed Spatio-Temporal Deep Feature Aggregation for Real-Fake Expression Prediction. SaltiNet: Scan-path Prediction on 360 Degree Images using Saliency Volumes. Sparsity Invariant CNNs. Oriented Response Networks. Discriminating Traces with Time. Reducing Comple …
Paper Group AWR 95

Paper Group AWR 95

July 29, 2019

Learning Spatial Regularization with Image-level Supervisions for Multi-label Image Classification. Prosodic Features from Large Corpora of Child-Directed Speech as Predictors of the Age of Acquisition of Words. Recurrent Saliency Transformation Network: Incorporating Multi-Stage Visual Cues for Small Organ Segmentation. Sequence-to-Sequence Models …
Paper Group AWR 96

Paper Group AWR 96

July 29, 2019

On Improving Deep Reinforcement Learning for POMDPs. Guiding InfoGAN with Semi-Supervision. A Survey Of Cross-lingual Word Embedding Models. Reinforcement Learning for Bandit Neural Machine Translation with Simulated Human Feedback. Predicting Aesthetic Score Distribution through Cumulative Jensen-Shannon Divergence. Learning to Compose with Profes …
Paper Group AWR 97

Paper Group AWR 97

July 29, 2019

The low-rank hurdle model. Efficient Natural Language Response Suggestion for Smart Reply. Semantic Preserving Embeddings for Generalized Graphs. Deep Complex Networks. Towards 3D Human Pose Estimation in the Wild: a Weakly-supervised Approach. Efficient Parallel Translating Embedding For Knowledge Graphs. Benchmarking Single Image Dehazing and Bey …
Paper Group AWR 98

Paper Group AWR 98

July 29, 2019

Nighttime sky/cloud image segmentation. Minimizing Supervision for Free-space Segmentation. Hyperbolic Representation Learning for Fast and Efficient Neural Question Answering. Detecting and Explaining Causes From Text For a Time Series Event. Exploring text datasets by visualizing relevant words. Detecting Visual Relationships with Deep Relational …
Paper Group AWR 99

Paper Group AWR 99

July 29, 2019

Improving Lexical Choice in Neural Machine Translation. Joint Matrix-Tensor Factorization for Knowledge Base Inference. DiSAN: Directional Self-Attention Network for RNN/CNN-Free Language Understanding. Hierarchical Attentive Recurrent Tracking. Training Ensembles to Detect Adversarial Examples. QCD-Aware Recursive Neural Networks for Jet Physics. …