[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 250
February 1, 2020

Paper Group AWR 250

Intention Recognition of Pedestrians and Cyclists by 2D Pose Estimation. The iMaterialist Fashion Attribute Dataset. DELTA: DEep Learning Transfer using Feature Map with Attention for Convolutional Networks. Context Model for Pedestrian Intention Prediction using Factored Latent-Dynamic Conditional Random Fields. Correlation Clustering with Same-Cl …

Paper Group AWR 251

Paper Group AWR 251

February 1, 2020

Evaluating Non-aligned Musical Score Transcriptions with MV2H. MIM: Mutual Information Machine. StructEdit: Learning Structural Shape Variations. Shape and Time Distortion Loss for Training Deep Time Series Forecasting Models. Ward2ICU: A Vital Signs Dataset of Inpatients from the General Ward. Learning a Local Symmetry with Neural-Networks. Hardne …
Paper Group AWR 252

Paper Group AWR 252

February 1, 2020

MeteorNet: Deep Learning on Dynamic 3D Point Cloud Sequences. SENSE: a Shared Encoder Network for Scene-flow Estimation. Improving the generalizability of convolutional neural network-based segmentation on CMR images. Attenuating Bias in Word Vectors. An optical diffractive deep neural network with multiple frequency-channels. Learning Exploration …
Paper Group AWR 253

Paper Group AWR 253

February 1, 2020

Variational Prototyping-Encoder: One-Shot Learning with Prototypical Images. ‘Skimming-Perusal’ Tracking: A Framework for Real-Time and Robust Long-term Tracking. Where are the Masks: Instance Segmentation with Image-level Supervision. Supervised Multimodal Bitransformers for Classifying Images and Text. Attentive Neural Processes. Exchangeable Gen …
Paper Group AWR 254

Paper Group AWR 254

February 1, 2020

Assessing Reliability and Challenges of Uncertainty Estimations for Medical Image Segmentation. Sameness Attracts, Novelty Disturbs, but Outliers Flourish in Fanfiction Online. Comparing distributions: $\ell_1$ geometry improves kernel two-sample testing. Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction. Effi …
Paper Group AWR 255

Paper Group AWR 255

February 1, 2020

AeroRIT: A New Scene for Hyperspectral Image Analysis. REflex: Flexible Framework for Relation Extraction in Multiple Domains. Inferring Distributions Over Depth from a Single Image. Towards Ghost-free Shadow Removal via Dual Hierarchical Aggregation Network and Shadow Matting GAN. DD-PPO: Learning Near-Perfect PointGoal Navigators from 2.5 Billion …
Paper Group AWR 256

Paper Group AWR 256

February 1, 2020

Efficient Exploration via State Marginal Matching. Heavy-Tailed Universality Predicts Trends in Test Accuracies for Very Large Pre-Trained Deep Neural Networks. From Patches to Pictures (PaQ-2-PiQ): Mapping the Perceptual Space of Picture Quality. Be Your Own Teacher: Improve the Performance of Convolutional Neural Networks via Self Distillation. T …
Paper Group AWR 257

Paper Group AWR 257

February 1, 2020

Multi-Task Recurrent Convolutional Network with Correlation Loss for Surgical Video Analysis. Probabilistic Models of Relational Implication. Multi-task Deep Learning for Real-Time 3D Human Pose Estimation and Action Recognition. Revisiting Semantic Representation and Tree Search for Similar Question Retrieval. Towards More Accurate Automatic Sleep …
Paper Group AWR 258

Paper Group AWR 258

February 1, 2020

Personalized Hashtag Recommendation for Micro-videos. gym-gazebo2, a toolkit for reinforcement learning using ROS 2 and Gazebo. Extrapolating Beyond Suboptimal Demonstrations via Inverse Reinforcement Learning from Observations. Fast and Incremental Loop Closure Detection Using Proximity Graphs. Exploiting the Sign of the Advantage Function to Lear …
Paper Group AWR 259

Paper Group AWR 259

February 1, 2020

A Modular Benchmarking Infrastructure for High-Performance and Reproducible Deep Learning. DeepTemporalSeg: Temporally Consistent Semantic Segmentation of 3D LiDAR Scans. DenseBody: Directly Regressing Dense 3D Human Pose and Shape From a Single Color Image. Deep Neural Models for Medical Concept Normalization in User-Generated Texts. Temporal Atte …
Paper Group AWR 260

Paper Group AWR 260

February 1, 2020

Ultrametric Fitting by Gradient Descent. Integration of adversarial autoencoders with residual dense convolutional networks for estimation of non-Gaussian hydraulic conductivities. Self-Supervised Generalisation with Meta Auxiliary Learning. OpenDenoising: an Extensible Benchmark for Building Comparative Studies of Image Denoisers. The Architectura …
Paper Group AWR 261

Paper Group AWR 261

February 1, 2020

A Survey on Document-level Machine Translation: Methods and Evaluation. Single-Channel Signal Separation and Deconvolution with Generative Adversarial Networks. Exploiting BERT for End-to-End Aspect-based Sentiment Analysis. Model Development Process. Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy. Semantically Tied Pa …
Paper Group AWR 262

Paper Group AWR 262

February 1, 2020

Image search using multilingual texts: a cross-modal learning approach between image and text. Show, Translate and Tell. Phonetically-Oriented Word Error Alignment for Speech Recognition Error Analysis in Speech Translation. The Convex Information Bottleneck Lagrangian. Counterfactual Story Reasoning and Generation. Improving Neural Story Generatio …
Paper Group AWR 263

Paper Group AWR 263

February 1, 2020

A Scalable Hybrid Research Paper Recommender System for Microsoft Academic. A Bi-directional Transformer for Musical Chord Recognition. Exploring Deep Anomaly Detection Methods Based on Capsule Net. Topic-Enhanced Memory Networks for Personalised Point-of-Interest Recommendation. More Efficient Policy Learning via Optimal Retargeting. INFER: INterm …
Paper Group AWR 264

Paper Group AWR 264

February 1, 2020

SemEval-2019 Task 6: Identifying and Categorizing Offensive Language in Social Media (OffensEval). Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift. Graph Residual Flow for Molecular Graph Generation. Attention Based Glaucoma Detection: A Large-scale Database and CNN Model. Studying the Inductive Biases of RNNs w …
Paper Group AWR 265

Paper Group AWR 265

February 1, 2020

Continuous Meta-Learning without Tasks. Exact Combinatorial Optimization with Graph Convolutional Neural Networks. Addressing Model Vulnerability to Distributional Shifts over Image Transformation Sets. Metric Learning for Dynamic Text Classification. Unsupervised Domain Adaptation of Contextualized Embeddings for Sequence Labeling. Rethinking Zero …
Paper Group AWR 266

Paper Group AWR 266

February 1, 2020

Learning to Propagate for Graph Meta-Learning. MIMIC-Extract: A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III. Evaluating Coherence in Dialogue Systems using Entailment. Cross-domain Aspect Category Transfer and Detection via Traceable Heterogeneous Graph Representation Learning. Semi-Supervised Segmentation of Salt Bodi …
Paper Group AWR 267

Paper Group AWR 267

February 1, 2020

Multiple Object Forecasting: Predicting Future Object Locations in Diverse Environments. Visual Story Post-Editing. Knowledge-Enriched Visual Storytelling. Multiple Testing and Variable Selection along Least Angle Regression’s path. Playgol: learning programs through play. Control Synthesis from Linear Temporal Logic Specifications using Model-Free …
Paper Group AWR 268

Paper Group AWR 268

February 1, 2020

Machine Learning Approach to Earthquake Rupture Dynamics. PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRI. A Lightweight Optical Flow CNN – Revisiting Data Fidelity and Regularization. Multi-Turn Beam Search for Neural Dialogue Modeling. Guided learning for weakly-labeled semi-supervised sound event detection. Mutual Inf …
Paper Group AWR 269

Paper Group AWR 269

February 1, 2020

Deep Learning Moment Closure Approximations using Dynamic Boltzmann Distributions. Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives. DoveNet: Deep Image Harmonization via Domain Verification. Non-Causal Tracking by Deblatting. Transfer learning from language models to image caption generators: Better models ma …
Paper Group AWR 270

Paper Group AWR 270

February 1, 2020

Scaling Distributed Machine Learning with In-Network Aggregation. A Comprehensive Survey on Graph Neural Networks. Unsupervised Part-Based Disentangling of Object Shape and Appearance. Unpaired Image-to-Speech Synthesis with Multimodal Information Bottleneck. Signet Ring Cell Detection With a Semi-supervised Learning Framework. Cyclical Annealing S …
Paper Group AWR 271

Paper Group AWR 271

February 1, 2020

No Word is an Island – A Transformation Weighting Model for Semantic Composition. Towards Automatic Concept-based Explanations. Understanding Impacts of High-Order Loss Approximations and Features in Deep Learning Interpretation. All-In-One Underwater Image Enhancement using Domain-Adversarial Learning. Regularized Fine-grained Meta Face Anti-spoo …
Paper Group AWR 272

Paper Group AWR 272

February 1, 2020

Graduated Optimization of Black-Box Functions. End-to-End Wireframe Parsing. Dream to Control: Learning Behaviors by Latent Imagination. Single Network Panoptic Segmentation for Street Scene Understanding. Drawing early-bird tickets: Towards more efficient training of deep networks. Fine-grained Sentiment Classification using BERT. Memory Bounded O …
Paper Group AWR 273

Paper Group AWR 273

February 1, 2020

Demand Forecasting from Spatiotemporal Data with Graph Networks and Temporal-Guided Embedding. Supervised Online Hashing via Hadamard Codebook Learning. Reconstructing continuous distributions of 3D protein structure from cryo-EM images. Node Embedding over Temporal Graphs. Minibatch Processing in Spiking Neural Networks. Improving Neural Response …
Paper Group AWR 274

Paper Group AWR 274

February 1, 2020

DeepView: Visualizing the behavior of deep neural networks in a part of the data space. Poisoning Attacks with Generative Adversarial Nets. QPyTorch: A Low-Precision Arithmetic Simulation Framework. Explaining Vulnerabilities to Adversarial Machine Learning through Visual Analytics. Architectural Middleware that Supports Building High-performance, …
Paper Group AWR 275

Paper Group AWR 275

February 1, 2020

Beyond Product Quantization: Deep Progressive Quantization for Image Retrieval. A Model to Search for Synthesizable Molecules. Binarized Knowledge Graph Embeddings. OpenBioLink: A benchmarking framework for large-scale biomedical link prediction. FastFusionNet: New State-of-the-Art for DAWNBench SQuAD. A Hitchhiker’s Guide to Statistical Comparison …
Paper Group AWR 276

Paper Group AWR 276

February 1, 2020

75 Languages, 1 Model: Parsing Universal Dependencies Universally. FedMD: Heterogenous Federated Learning via Model Distillation. Learning distant cause and effect using only local and immediate credit assignment. Competing Neural Networks for Robust Control of Nonlinear Systems. Bayesian Estimation of Mixed Multinomial Logit Models: Advances and S …
Paper Group AWR 277

Paper Group AWR 277

February 1, 2020

Avoiding Resentment Via Monotonic Fairness. Attentive Mimicking: Better Word Embeddings by Attending to Informative Contexts. How Large a Vocabulary Does Text Classification Need? A Variational Approach to Vocabulary Selection. 12-in-1: Multi-Task Vision and Language Representation Learning. Reducing Domain Gap via Style-Agnostic Networks. Semantic …