[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 15
October 21, 2019

Paper Group AWR 15

Gaussian Process Behaviour in Wide Deep Neural Networks. Marginal Policy Gradients: A Unified Family of Estimators for Bounded Action Spaces with Applications. Automated Directed Fairness Testing. Hadamard Response: Estimating Distributions Privately, Efficiently, and with Little Communication. Modeling Irregularly Sampled Clinical Time Series. Pol …

Paper Group AWR 150

Paper Group AWR 150

October 21, 2019

Deep Learning Estimation of Absorbed Dose for Nuclear Medicine Diagnostics. CFCM: Segmentation via Coarse to Fine Context Memory. Learning Gaussian Processes by Minimizing PAC-Bayesian Generalization Bounds. Ground Plane Polling for 6DoF Pose Estimation of Objects on the Road. Probabilistic Formulations of Regression with Mixed Guidance. Tensor Rob …
Paper Group AWR 151

Paper Group AWR 151

October 21, 2019

pioNER: Datasets and Baselines for Armenian Named Entity Recognition. Dialog-based Interactive Image Retrieval. Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition. A Spectral Approach to Gradient Estimation for Implicit Distributions. Zero-shot Neural Transfer for Cross-lingual Entity Linking. Modeling Camera Effec …
Paper Group AWR 152

Paper Group AWR 152

October 21, 2019

Beyond expectation: Deep joint mean and quantile regression for spatio-temporal problems. One Size Does Not Fit All: Generating and Evaluating Variable Number of Keyphrases. Generating More Interesting Responses in Neural Conversation Models with Distributional Constraints. Deep Continuous Clustering. Semi-Generative Modelling: Covariate-Shift Adap …
Paper Group AWR 153

Paper Group AWR 153

October 21, 2019

Deep Recurrent Survival Analysis. SqueezeNext: Hardware-Aware Neural Network Design. Taking a Deeper Look at the Inverse Compositional Algorithm. Deep-Net: Deep Neural Network for Cyber Security Use Cases. PointRCNN: 3D Object Proposal Generation and Detection from Point Cloud. Spatial-Temporal Person Re-identification. Learning-based Model Predict …
Paper Group AWR 154

Paper Group AWR 154

October 21, 2019

Visual Interpretability for Deep Learning: a Survey. Multi-Stream Dynamic Video Summarization. Vis-DSS: An Open-Source toolkit for Visual Data Selection and Summarization. Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF). Backprop Evolution. Improved Person Re-Identification Based on Saliency and Semantic Parsing with Deep …
Paper Group AWR 155

Paper Group AWR 155

October 21, 2019

Pros and Cons of GAN Evaluation Measures. Distributed linear regression by averaging. Revisiting differentially private linear regression: optimal and adaptive prediction & estimation in unbounded domain. A Simple Recurrent Unit with Reduced Tensor Product Representations. Regularization Learning Networks: Deep Learning for Tabular Datasets. Canoni …
Paper Group AWR 156

Paper Group AWR 156

October 21, 2019

Analogical Reasoning on Chinese Morphological and Semantic Relations. Learning to Understand Goal Specifications by Modelling Reward. Personalized Top-N Sequential Recommendation via Convolutional Sequence Embedding. Sampling-Free Variational Inference of Bayesian Neural Networks by Variance Backpropagation. Adaptive Temporal Encoding Network for V …
Paper Group AWR 157

Paper Group AWR 157

October 21, 2019

Multi-View Stereo 3D Edge Reconstruction. An Optical Flow-Based Approach for Minimally-Divergent Velocimetry Data Interpolation. Computing Kantorovich-Wasserstein Distances on $d$-dimensional histograms using $(d+1)$-partite graphs. Infrared and Visible Image Fusion using a Deep Learning Framework. Remember and Forget for Experience Replay. A mathe …
Paper Group AWR 158

Paper Group AWR 158

October 21, 2019

MDLatLRR: A novel decomposition method for infrared and visible image fusion. Machine Learning DDoS Detection for Consumer Internet of Things Devices. Unveiling the invisible - mathematical methods for restoring and interpreting illuminated manuscripts. Deep Reinforcement Learning for Traffic Light Control in Vehicular Networks. Unsupervised Meta-l …
Paper Group AWR 159

Paper Group AWR 159

October 21, 2019

End-to-end music source separation: is it possible in the waveform domain?. IntPhys: A Framework and Benchmark for Visual Intuitive Physics Reasoning. Multitask Parsing Across Semantic Representations. Transfer Learning via Unsupervised Task Discovery for Visual Question Answering. Spherical CNNs. Image Inpainting for Irregular Holes Using Partial …
Paper Group AWR 16

Paper Group AWR 16

October 21, 2019

Novel Prediction Techniques Based on Clusterwise Linear Regression. Multitask Learning for Fundamental Frequency Estimation in Music. QuaterNet: A Quaternion-based Recurrent Model for Human Motion. Quantizing deep convolutional networks for efficient inference: A whitepaper. Deep Reinforcement Learning for Event-Triggered Control. RTSeg: Real-time …
Paper Group AWR 160

Paper Group AWR 160

October 21, 2019

Dataset Distillation. Revisiting Distillation and Incremental Classifier Learning. Using deep Q-learning to understand the tax evasion behavior of risk-averse firms. Riemannian Walk for Incremental Learning: Understanding Forgetting and Intransigence. Masked Conditional Neural Networks for Environmental Sound Classification. ECC: Platform-Independe …
Paper Group AWR 161

Paper Group AWR 161

October 21, 2019

Graph Learning from Filtered Signals: Graph System and Diffusion Kernel Identification. AdaShift: Decorrelation and Convergence of Adaptive Learning Rate Methods. Unseen Class Discovery in Open-world Classification. What can AI do for me: Evaluating Machine Learning Interpretations in Cooperative Play. Diverse Image-to-Image Translation via Disenta …
Paper Group AWR 162

Paper Group AWR 162

October 21, 2019

A simple yet effective baseline for non-attributed graph classification. Accelerating Neural Transformer via an Average Attention Network. Vehicle Pose and Shape Estimation through Multiple Monocular Vision. VFPred: A Fusion of Signal Processing and Machine Learning techniques in Detecting Ventricular Fibrillation from ECG Signals. How Powerful are …
Paper Group AWR 163

Paper Group AWR 163

October 21, 2019

SentencePiece: A simple and language independent subword tokenizer and detokenizer for Neural Text Processing. Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq. SFace: An Efficient Network for Face Detection in Large Scale Variations. Stacked Dense U-Nets with Dual Transformers for Robust Face Alignment. Learning Representat …
Paper Group AWR 164

Paper Group AWR 164

October 21, 2019

Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge. Cluster-Based Learning from Weakly Labeled Bags in Digital Pathology. NeuralWarp: Time-Series Similarity with Warping Networks. Triplet-Center Loss for Multi-View 3D Object Retrieval. Constructing Fast Network through Deconstruction of Convolution. One-shot doma …
Paper Group AWR 165

Paper Group AWR 165

October 21, 2019

Generative Code Modeling with Graphs. Evidence Transfer for Improving Clustering Tasks Using External Categorical Evidence. Loss Surfaces, Mode Connectivity, and Fast Ensembling of DNNs. Quantitative analysis of patch-based fully convolutional neural networks for tissue segmentation on brain magnetic resonance imaging. FutureGAN: Anticipating the F …
Paper Group AWR 166

Paper Group AWR 166

October 21, 2019

Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors. Spatially Transformed Adversarial Examples. Variational Inference for Policy Gradient. Residual Dense Network for Image Super-Resolution. Learning Joint Semantic Parsers from Disjoint Data. TDAN: Temporally Deformable Alignment Network for Video Super-Resolution. …
Paper Group AWR 17

Paper Group AWR 17

October 21, 2019

Learning Semantic Representations for Novel Words: Leveraging Both Form and Context. Domain Adaptive Faster R-CNN for Object Detection in the Wild. Elastic Boundary Projection for 3D Medical Imaging Segmentation. In Defense of Classical Image Processing: Fast Depth Completion on the CPU. Look Across Elapse: Disentangled Representation Learning and …
Paper Group AWR 18

Paper Group AWR 18

October 21, 2019

Fast Dynamic Routing Based on Weighted Kernel Density Estimation. JigsawNet: Shredded Image Reassembly using Convolutional Neural Network and Loop-based Composition. Bayesian Optimization with Expensive Integrands. Analyzing Neuroimaging Data Through Recurrent Deep Learning Models. Efficient Loss-Based Decoding on Graphs For Extreme Classification. …
Paper Group AWR 19

Paper Group AWR 19

October 21, 2019

Matching with Text Data: An Experimental Evaluation of Methods for Matching Documents and of Measuring Match Quality. DeepAffinity: Interpretable Deep Learning of Compound-Protein Affinity through Unified Recurrent and Convolutional Neural Networks. Deep Knockoffs. Understanding the Effectiveness of Lipschitz-Continuity in Generative Adversarial Ne …
Paper Group AWR 2

Paper Group AWR 2

October 21, 2019

Destructiveness of Lexicographic Parsimony Pressure and Alleviation by a Concatenation Crossover in Genetic Programming. Matrix Factorization on GPUs with Memory Optimization and Approximate Computing. Neural Processes Mixed-Effect Models for Deep Normative Modeling of Clinical Neuroimaging Data. Cadre Modeling: Simultaneously Discovering Subpopula …
Paper Group AWR 20

Paper Group AWR 20

October 21, 2019

BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees. To Trust Or Not To Trust A Classifier. AI safety via debate. Neural Persistence: A Complexity Measure for Deep Neural Networks Using Algebraic Topology. SO-Net: Self-Organizing Network for Point Cloud Analysis. A Structured Variational Autoencoder for Contextual Morphol …
Paper Group AWR 21

Paper Group AWR 21

October 21, 2019

Cyberbullying Detection in Social Networks Using Deep Learning Based Models; A Reproducibility Study. Excitation Dropout: Encouraging Plasticity in Deep Neural Networks. Hand Pose Estimation via Latent 2.5D Heatmap Regression. Skeleton-Based Action Recognition with Spatial Reasoning and Temporal Stack Learning. Large-Scale Multi-Domain Belief Track …
Paper Group AWR 22

Paper Group AWR 22

October 21, 2019

Detect-to-Retrieve: Efficient Regional Aggregation for Image Search. Bayesian CycleGAN via Marginalizing Latent Sampling. A Review of Different Word Embeddings for Sentiment Classification using Deep Learning. Do-It-Yourself Single Camera 3D Pointer Input Device. Building a Word Segmenter for Sanskrit Overnight. Dealing with Unknown Unknowns: Ident …
Paper Group AWR 23

Paper Group AWR 23

October 21, 2019

Pervasive Attention: 2D Convolutional Neural Networks for Sequence-to-Sequence Prediction. Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition. Is preprocessing of text really worth your time for online comment classification?. View Adaptive Neural Networks for High Performance Skeleton-based Human Action Recognit …
Paper Group AWR 24

Paper Group AWR 24

October 21, 2019

Deterministic consensus maximization with biconvex programming. Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation. Cross-Lingual Cross-Platform Rumor Verification Pivoting on Multimedia Content. Parametrized Deep Q-Networks Learning: Reinforcement Learning with Discrete-Continuous Hybrid Action Space. Language GA …