[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 177
October 20, 2019

Paper Group AWR 177

CNN-Cert: An Efficient Framework for Certifying Robustness of Convolutional Neural Networks. Language Modeling for Code-Switching: Evaluation, Integration of Monolingual Data, and Discriminative Training. Low Frequency Adversarial Perturbation. Deep learning to represent sub-grid processes in climate models. Robust and Scalable Differentiable Neura …

Paper Group AWR 178

Paper Group AWR 178

October 20, 2019

Using the Tsetlin Machine to Learn Human-Interpretable Rules for High-Accuracy Text Categorization with Medical Applications. Tiramisu: A Polyhedral Compiler for Expressing Fast and Portable Code. A Guide to Constraining Effective Field Theories with Machine Learning. Deep learning incorporating biologically-inspired neural dynamics. Grounded Textu …
Paper Group AWR 179

Paper Group AWR 179

October 20, 2019

Cell Detection with Star-convex Polygons. Adaptive Scaling for Sparse Detection in Information Extraction. Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies. Regularization by architecture: A deep prior approach for inverse problems. Multimodal Sensor Fusion In Single Thermal image Super-Resolution. CHALET: Cornell Hou …
Paper Group AWR 180

Paper Group AWR 180

October 20, 2019

Investigating Speech Features for Continuous Turn-Taking Prediction Using LSTMs. A Cross-Architecture Instruction Embedding Model for Natural Language Processing-Inspired Binary Code Analysis. On Visual Hallmarks of Robustness to Adversarial Malware. Copy the Old or Paint Anew? An Adversarial Framework for (non-) Parametric Image Stylization. Utili …
Paper Group AWR 181

Paper Group AWR 181

October 20, 2019

A Fully Progressive Approach to Single-Image Super-Resolution. AdGraph: A Graph-Based Approach to Ad and Tracker Blocking. Sliced Recurrent Neural Networks. KS(conf ): A Light-Weight Test if a ConvNet Operates Outside of Its Specifications. ChronoNet: A Deep Recurrent Neural Network for Abnormal EEG Identification. End2You – The Imperial Toolkit f …
Paper Group AWR 182

Paper Group AWR 182

October 20, 2019

Calibrated Prediction Intervals for Neural Network Regressors. CompNet: Complementary Segmentation Network for Brain MRI Extraction. Geo-Supervised Visual Depth Prediction. Parameter Transfer Extreme Learning Machine based on Projective Model. Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutio …
Paper Group AWR 183

Paper Group AWR 183

October 20, 2019

The Best of Both Worlds: Combining Recent Advances in Neural Machine Translation. geomstats: a Python Package for Riemannian Geometry in Machine Learning. Variational zero-inflated Gaussian processes with sparse kernels. Classification of Breast Cancer Histology using Deep Learning. Deep CNN Frame Interpolation with Lessons Learned from Natural Lan …
Paper Group AWR 184

Paper Group AWR 184

October 20, 2019

Stacking-Based Deep Neural Network: Deep Analytic Network for Pattern Classification. Sequence-Aware Recommender Systems. Single-View Place Recognition under Seasonal Changes. SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks. TallyQA: Answering Complex Counting Questions. 3DFeat-Net: Weakly Supervised Local 3D Features for Po …
Paper Group AWR 185

Paper Group AWR 185

October 20, 2019

Classifying Online Dating Profiles on Tinder using FaceNet Facial Embeddings. Defining Locality for Surrogates in Post-hoc Interpretablity. Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms. DeepLiDAR: Deep Surface Normal Guided Depth Prediction for Outdoor Scene from Sparse LiDAR Data and Single Colo …
Paper Group AWR 186

Paper Group AWR 186

October 20, 2019

Alarm-Based Prescriptive Process Monitoring. Segmentation of Scanning Tunneling Microscopy Images Using Variational Methods and Empirical Wavelets. Efficient Video Object Segmentation via Network Modulation. Differentiable Antithetic Sampling for Variance Reduction in Stochastic Variational Inference. Conditional WaveGAN. Role action embeddings: sc …
Paper Group AWR 187

Paper Group AWR 187

October 20, 2019

Cross-layer Optimization for High Speed Adders: A Pareto Driven Machine Learning Approach. B-DCGAN:Evaluation of Binarized DCGAN for FPGA. Automatic Classification of Music Genre using Masked Conditional Neural Networks. Deep Interest Evolution Network for Click-Through Rate Prediction. Gaussian Process Classification for Variable Fidelity Data. Mo …
Paper Group AWR 188

Paper Group AWR 188

October 20, 2019

Triple consistency loss for pairing distributions in GAN-based face synthesis. Batch Active Preference-Based Learning of Reward Functions. Disease Prediction using Graph Convolutional Networks: Application to Autism Spectrum Disorder and Alzheimer’s Disease. Structured Content Preservation for Unsupervised Text Style Transfer. AutoZOOM: Autoencoder …
Paper Group AWR 189

Paper Group AWR 189

October 20, 2019

Extending Stan for Deep Probabilistic Programming. Strong Baselines for Neural Semi-supervised Learning under Domain Shift. Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss. A Span-Extraction Dataset for Chinese Machine Reading Comprehension. Fast Non-Bayesian Poisson Factorization for Implicit-Feedback Recommendations. LPRN …
Paper Group AWR 190

Paper Group AWR 190

October 20, 2019

Adversarial Texts with Gradient Methods. GOT-10k: A Large High-Diversity Benchmark for Generic Object Tracking in the Wild. Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition. Collective Matrix Completion. Indian Regional Movie Dataset for Recommender Systems. Unsupervised Single Image Dehazing Using Dark Channel Prior Loss. Incre …
Paper Group AWR 191

Paper Group AWR 191

October 20, 2019

Random Warping Series: A Random Features Method for Time-Series Embedding. ClusterGAN : Latent Space Clustering in Generative Adversarial Networks. Textual Analogy Parsing: What’s Shared and What’s Compared among Analogous Facts. Generalization and Regularization in DQN. Temporal Difference Variational Auto-Encoder. Learning Plannable Representatio …
Paper Group AWR 192

Paper Group AWR 192

October 20, 2019

Backpropagation for Implicit Spectral Densities. Pseudo-Bayesian Learning with Kernel Fourier Transform as Prior. ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models. HoloFace: Augmenting Human-to-Human Interactions on HoloLens. CBAM: Convolutional Block Attention Module. IGCV3: Interleaved Low- …
Paper Group AWR 193

Paper Group AWR 193

October 20, 2019

The Knowref Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution. EnsNet: Ensconce Text in the Wild. A Graph-to-Sequence Model for AMR-to-Text Generation. Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction. RFCDE: Random Forests for Conditional De …
Paper Group AWR 194

Paper Group AWR 194

October 20, 2019

On GANs and GMMs. BourGAN: Generative Networks with Metric Embeddings. Semantic Parsing for Task Oriented Dialog using Hierarchical Representations. A Bi-population Particle Swarm Optimizer for Learning Automata based Slow Intelligent System. Connecting Image Denoising and High-Level Vision Tasks via Deep Learning. Singing Style Transfer Using Cycl …
Paper Group AWR 195

Paper Group AWR 195

October 20, 2019

Robust Lexical Features for Improved Neural Network Named-Entity Recognition. Multi-view Banded Spectral Clustering with Application to ICD9 Clustering. Wikipedia2Vec: An Efficient Toolkit for Learning and Visualizing the Embeddings of Words and Entities from Wikipedia. SESR: Single Image Super Resolution with Recursive Squeeze and Excitation Netwo …
Paper Group AWR 196

Paper Group AWR 196

October 20, 2019

StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs. Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in Convolutional Networks. Deep Chain HDRI: Reconstructing a High Dynamic Range Image from a Single Low Dynamic Range Image. Describing a Knowledge Base. Realistic Evaluation of D …
Paper Group AWR 197

Paper Group AWR 197

October 20, 2019

Learning Attraction Field Representation for Robust Line Segment Detection. Malaria Detection Using Image Processing and Machine Learning. Deeply learning molecular structure-property relationships using attention- and gate-augmented graph convolutional network. DeepDTA: Deep Drug-Target Binding Affinity Prediction. High-dimension Tensor Completion …
Paper Group AWR 198

Paper Group AWR 198

October 20, 2019

Dirichlet belief networks for topic structure learning. Confidence from Invariance to Image Transformations. PyText: A Seamless Path from NLP research to production. Solving Jigsaw Puzzles By the Graph Connection Laplacian. Revisiting Video Saliency: A Large-scale Benchmark and a New Model. Attention Based Fully Convolutional Network for Speech Emo …
Paper Group AWR 199

Paper Group AWR 199

October 20, 2019

Multivariate LSTM-FCNs for Time Series Classification. FasTer: Fast Tensor Completion with Nonconvex Regularization. Disentangled Representation Learning for Non-Parallel Text Style Transfer. Expert identification of visual primitives used by CNNs during mammogram classification. Financial Trading as a Game: A Deep Reinforcement Learning Approach. …
Paper Group AWR 200

Paper Group AWR 200

October 20, 2019

Block-Value Symmetries in Probabilistic Graphical Models. DVC: An End-to-end Deep Video Compression Framework. Switchable Temporal Propagation Network. MGANet: A Robust Model for Quality Enhancement of Compressed Video. DeepFall – Non-invasive Fall Detection with Deep Spatio-Temporal Convolutional Autoencoders. Morphosyntactic Tagging with a Meta- …
Paper Group AWR 201

Paper Group AWR 201

October 20, 2019

Learning Heuristics for Quantified Boolean Formulas through Deep Reinforcement Learning. Unsupervised Attention-guided Image to Image Translation. Semantic Edge Detection with Diverse Deep Supervision. Zero-Shot Sketch-Image Hashing. Three Birds One Stone: A General Architecture for Salient Object Segmentation, Edge Detection and Skeleton Extractio …
Paper Group AWR 202

Paper Group AWR 202

October 20, 2019

Learning to adapt: a meta-learning approach for speaker adaptation. Towards Fast Computation of Certified Robustness for ReLU Networks. Neural Network Models for Paraphrase Identification, Semantic Textual Similarity, Natural Language Inference, and Question Answering. Baidu Apollo Auto-Calibration System - An Industry-Level Data-Driven and Learnin …
Paper Group AWR 203

Paper Group AWR 203

October 20, 2019

Sequentially Aggregated Convolutional Networks. Predicting Factuality of Reporting and Bias of News Media Sources. Acute and sub-acute stroke lesion segmentation from multimodal MRI. Context-Aware Dialog Re-Ranking for Task-Oriented Dialog Systems. Detailed Human Avatars from Monocular Video. Disentangling Factors of Variation with Cycle-Consistent …
Paper Group AWR 204

Paper Group AWR 204

October 20, 2019

Scaling All-Goals Updates in Reinforcement Learning Using Convolutional Neural Networks. Deterministic Implementations for Reproducibility in Deep Reinforcement Learning. Structured Triplet Learning with POS-tag Guided Attention for Visual Question Answering. Identifying Sources and Sinks in the Presence of Multiple Agents with Gaussian Process Vec …