[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group ANR 86
April 3, 2020

Paper Group ANR 86

Validation and Optimization of Multi-Organ Segmentation on Clinical Imaging Archives. Adversarial Incremental Learning. Offline Grid-Based Coverage path planning for guards in games. Max-Affine Spline Insights into Deep Generative Networks. Can speed up the convergence rate of stochastic gradient methods to $\mathcal{O}(1/k^2)$ by a gradient averag …

Paper Group ANR 87

Paper Group ANR 87

April 3, 2020

Understanding and Mitigating the Tradeoff Between Robustness and Accuracy. Axial-DeepLab: Stand-Alone Axial-Attention for Panoptic Segmentation. Deep Learning for Sensor-based Human Activity Recognition: Overview, Challenges and Opportunities. Unifying Training and Inference for Panoptic Segmentation. Evolution of Image Segmentation using Deep Conv …
Paper Group ANR 9

Paper Group ANR 9

April 3, 2020

Novel Machine Learning Algorithms for Centrality and Cliques Detection in Youtube Social Networks. Compositional Languages Emerge in a Neural Iterated Learning Model. Self-supervised Single-view 3D Reconstruction via Semantic Consistency. STD-Net: Structure-preserving and Topology-adaptive Deformation Network for 3D Reconstruction from a Single Ima …
Paper Group AWR 1

Paper Group AWR 1

April 3, 2020

A Sparse Deep Factorization Machine for Efficient CTR prediction. Probability Weighted Compact Feature for Domain Adaptive Retrieval. Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation Learning. Fine-grained Image Classification and Retrieval by Combining Visual and Locally Pooled Textual Features. SQLFlow: A Bridg …
Paper Group AWR 10

Paper Group AWR 10

April 3, 2020

High-Dimensional Feature Selection for Genomic Datasets. Localized Flow-Based Clustering in Hypergraphs. Train Scheduling with Hybrid Answer Set Programming. Regression via Implicit Models and Optimal Transport Cost Minimization. Context Based Emotion Recognition using EMOTIC Dataset. Decentralized Learning for Channel Allocation in IoT Networks ov …
Paper Group AWR 11

Paper Group AWR 11

April 3, 2020

DiverseDepth: Affine-invariant Depth Prediction Using Diverse Data. Towards Accurate Vehicle Behaviour Classification With Multi-Relational Graph Convolutional Networks. Common-Knowledge Concept Recognition for SEVA. AvatarMe: Realistically Renderable 3D Facial Reconstruction “in-the-wild”. Sketch Less for More: On-the-Fly Fine-Grained Sketch Based …
Paper Group AWR 12

Paper Group AWR 12

April 3, 2020

Comparing recurrent and convolutional neural networks for predicting wave propagation. Entity Context and Relational Paths for Knowledge Graph Completion. Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study. Detection of 3D Bounding Boxes of Vehicles Using Perspective Transformation for Accurate Speed Measurement. P …
Paper Group AWR 13

Paper Group AWR 13

April 3, 2020

Bridging the Gap Between Spectral and Spatial Domains in Graph Neural Networks. SparseIDS: Learning Packet Sampling with Reinforcement Learning. Quantisation and Pruning for Neural Network Compression and Regularisation. BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation. A Simple Framework for Contrastive Learning of Visual Representati …
Paper Group AWR 14

Paper Group AWR 14

April 3, 2020

Learning Enriched Features for Real Image Restoration and Enhancement. Learning by Analogy: Reliable Supervision from Transformations for Unsupervised Optical Flow Estimation. Coping With Simulators That Don’t Always Return. Scalable End-to-end Recurrent Neural Network for Variable star classification. Infrared and 3D skeleton feature fusion for RG …
Paper Group AWR 15

Paper Group AWR 15

April 3, 2020

Graph Structured Network for Image-Text Matching. High-Performance Long-Term Tracking with Meta-Updater. Pose-guided Visible Part Matching for Occluded Person ReID. Ontology-based Interpretable Machine Learning for Textual Data. MetaPoison: Practical General-purpose Clean-label Data Poisoning. Semantic Drift Compensation for Class-Incremental Learn …
Paper Group AWR 16

Paper Group AWR 16

April 3, 2020

A Deep Learning Approach for the Computation of Curvature in the Level-Set Method. Learning to Respond with Stickers: A Framework of Unifying Multi-Modality in Multi-Turn Dialog. Probabilistic 3D Multi-Object Tracking for Autonomous Driving. Interpretable Rumor Detection in Microblogs by Attending to User Interactions. Multi-task self-supervised le …
Paper Group AWR 17

Paper Group AWR 17

April 3, 2020

Variational Wasserstein Barycenters for Geometric Clustering. MatrixNets: A New Scale and Aspect Ratio Aware Architecture for Object Detection. PCSGAN: Perceptual Cyclic-Synthesized Generative Adversarial Networks for Thermal and NIR to Visible Image Transformation. Building a COVID-19 Vulnerability Index. End-to-End Fast Training of Communication …
Paper Group AWR 18

Paper Group AWR 18

April 3, 2020

MOGPTK: The Multi-Output Gaussian Process Toolkit. Active Bayesian Assessment for Black-Box Classifiers. PDE-NetGen 1.0: from symbolic PDE representations of physical processes to trainable neural network representations. Unsupervised Learning of Intrinsic Structural Representation Points. Graph Neighborhood Attentive Pooling. Non-Autoregressive Di …
Paper Group AWR 19

Paper Group AWR 19

April 3, 2020

Post-Training Piecewise Linear Quantization for Deep Neural Networks. Camera Trace Erasing. Multi-organ Segmentation over Partially Labeled Datasets with Multi-scale Feature Abstraction. Self-Supervised Log Parsing. Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study. Adaptive binarization based on …
Paper Group AWR 2

Paper Group AWR 2

April 3, 2020

StructSum: Incorporating Latent and Explicit Sentence Dependencies for Single Document Summarization. The gap between theory and practice in function approximation with deep neural networks. Resources for Turkish Dependency Parsing: Introducing the BOUN Treebank and the BoAT Annotation Tool. Flashlight CNN Image Denoising. RIDE: Rewarding Impact-Dr …
Paper Group AWR 20

Paper Group AWR 20

April 3, 2020

MiLeNAS: Efficient Neural Architecture Search via Mixed-Level Reformulation. Delving Deeper into the Decoder for Video Captioning. The Tree Ensemble Layer: Differentiability meets Conditional Computation. Robust Deep Reinforcement Learning against Adversarial Perturbations on Observations. Cross-Domain Document Object Detection: Benchmark Suite and …
Paper Group AWR 21

Paper Group AWR 21

April 3, 2020

Exploit Clues from Views: Self-Supervised and Regularized Learning for Multiview Object Recognition. Fast reconstruction of atomic-scale STEM-EELS images from sparse sampling. Counter-example Guided Learning of Bounds on Environment Behavior. Multi-Level Representation Learning for Deep Subspace Clustering. Co-occurrence of deep convolutional featu …
Paper Group AWR 22

Paper Group AWR 22

April 3, 2020

Adapting Grad-CAM for Embedding Networks. Fast Sequence-Based Embedding with Diffusion Graphs. Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU. Learning Deformable Registration of Medical Images with Anatomical Constraints. Estimating Counterfactual Treatment Outcomes over Time Through Advers …
Paper Group AWR 23

Paper Group AWR 23

April 3, 2020

Multi-Agent Interactions Modeling with Correlated Policies. Efficient Facial Feature Learning with Wide Ensemble-based Convolutional Neural Networks. MarginDistillation: distillation for margin-based softmax. GeoDA: a geometric framework for black-box adversarial attacks. Data Augmentation using Pre-trained Transformer Models. Interpretable End-to- …
Paper Group AWR 24

Paper Group AWR 24

April 3, 2020

Advbox: a toolbox to generate adversarial examples that fool neural networks. On the Learning Property of Logistic and Softmax Losses for Deep Neural Networks. Inductive Document Network Embedding with Topic-Word Attention. Explaining Away Attacks Against Neural Networks. Predicting Many Properties of a Quantum System from Very Few Measurements. Mu …
Paper Group AWR 25

Paper Group AWR 25

April 3, 2020

ACEnet: Anatomical Context-Encoding Network for Neuroanatomy Segmentation. Stance Detection Benchmark: How Robust Is Your Stance Detection?. Modeling ASR Ambiguity for Dialogue State Tracking Using Word Confusion Networks. Plato Dialogue System: A Flexible Conversational AI Research Platform. Two-Stream Aural-Visual Affect Analysis in the Wild. Cli …
Paper Group AWR 26

Paper Group AWR 26

April 3, 2020

Complexity Guarantees for Polyak Steps with Momentum. Supervised Learning on Relational Databases with Graph Neural Networks. Understanding the Automated Parameter Optimization on Transfer Learning for CPDP: An Empirical Study. Synthesizing human-like sketches from natural images using a conditional convolutional decoder. TaskNorm: Rethinking Batch …
Paper Group AWR 27

Paper Group AWR 27

April 3, 2020

Discrete Action On-Policy Learning with Action-Value Critic. TAdam: A Robust Stochastic Gradient Optimizer. Random Smoothing Might be Unable to Certify $\ell_\infty$ Robustness for High-Dimensional Images. To Share or Not To Share: A Comprehensive Appraisal of Weight-Sharing. Negative Margin Matters: Understanding Margin in Few-shot Classification. …
Paper Group AWR 28

Paper Group AWR 28

April 3, 2020

Using Reinforcement Learning in the Algorithmic Trading Problem. Hyperspectral Classification Based on 3D Asymmetric Inception Network with Data Fusion Transfer Learning. Variational Inference with Vine Copulas: An efficient Approach for Bayesian Computer Model Calibration. Ensemble neural network forecasts with singular value decomposition. Error …
Paper Group AWR 29

Paper Group AWR 29

April 3, 2020

A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation. Memory Enhanced Global-Local Aggregation for Video Object Detection. Design, Validation, and Case Studies of 2D-VSR-Sim, an Optimization-friendly Simulator of 2-D Voxel-based Soft Robots. Efficient Rule Learning with Template Saturation for Knowledge Graph Comp …
Paper Group AWR 3

Paper Group AWR 3

April 3, 2020

TFApprox: Towards a Fast Emulation of DNN Approximate Hardware Accelerators on GPU. Detecting Patch Adversarial Attacks with Image Residuals. Limitations of weak labels for embedding and tagging. Manifold Regularization for Adversarial Robustness. Unified Image and Video Saliency Modeling. Joint Geographical and Temporal Modeling based on Matrix Fa …
Paper Group AWR 30

Paper Group AWR 30

April 3, 2020

DSNAS: Direct Neural Architecture Search without Parameter Retraining. Two-Sample Testing for Event Impacts in Time Series. Discovering Mathematical Objects of Interest – A Study of Mathematical Notations. Semantic Pyramid for Image Generation. A Framework for Evaluation of Machine Reading Comprehension Gold Standards. Fast and Three-rious: Speedi …
Paper Group AWR 31

Paper Group AWR 31

April 3, 2020

Adversarial Continual Learning. State-Aware Tracker for Real-Time Video Object Segmentation. FedDANE: A Federated Newton-Type Method. Gimme Signals: Discriminative signal encoding for multimodal activity recognition. On the Road with 16 Neurons: Mental Imagery with Bio-inspired Deep Neural Networks. Adapting Deep Learning for Sentiment Classificati …