[PAPER]@Telematika

Awesome Open-Access Papers

Paper Group AWR 25
October 21, 2019

Paper Group AWR 25

Fast Maximum Likelihood estimation via Equilibrium Expectation for Large Network Data. Domain Adaptive Segmentation in Volume Electron Microscopy Imaging. Shield: Fast, Practical Defense and Vaccination for Deep Learning using JPEG Compression. FeTa: A DCA Pruning Algorithm with Generalization Error Guarantees. Ask No More: Deciding when to guess i …

Paper Group AWR 26

Paper Group AWR 26

October 21, 2019

Few-Shot Learning via Embedding Adaptation with Set-to-Set Functions. Learning to Detect Fake Face Images in the Wild. Deep Reinforcement Learning for Swarm Systems. Multimodal Sentiment Analysis using Hierarchical Fusion with Context Modeling. Graph Neural Networks for IceCube Signal Classification. Multimodal Speech Emotion Recognition Using Audi …
Paper Group AWR 27

Paper Group AWR 27

October 21, 2019

Deep Dynamical Modeling and Control of Unsteady Fluid Flows. Real Time Dense Depth Estimation by Fusing Stereo with Sparse Depth Measurements. Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines. Synthetically Trained Icon Proposals for Parsing and Summarizing Infographics. A Hierarchical Multi-task Approach f …
Paper Group AWR 28

Paper Group AWR 28

October 21, 2019

Bootstrapping Transliteration with Constrained Discovery for Low-Resource Languages. Path Aggregation Network for Instance Segmentation. Modeling Local Geometric Structure of 3D Point Clouds using Geo-CNN. ScratchDet: Training Single-Shot Object Detectors from Scratch. TSViz: Demystification of Deep Learning Models for Time-Series Analysis. Latent- …
Paper Group AWR 29

Paper Group AWR 29

October 21, 2019

Changing the Image Memorability: From Basic Photo Editing to GANs. Siamese Cascaded Region Proposal Networks for Real-Time Visual Tracking. Learning image-to-image translation using paired and unpaired training samples. Transport-Based Pattern Theory: A Signal Transformation Approach. Chinese Lexical Analysis with Deep Bi-GRU-CRF Network. DynamicGE …
Paper Group AWR 3

Paper Group AWR 3

October 21, 2019

Multi-views Fusion CNN for Left Ventricular Volumes Estimation on Cardiac MR Images. Stock Price Correlation Coefficient Prediction with ARIMA-LSTM Hybrid Model. Real-time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification. Stacked U-Nets: A No-Frills Approach to Natural Image Segmentation. LSCP: Locally S …
Paper Group AWR 30

Paper Group AWR 30

October 21, 2019

Reinforced Evolutionary Neural Architecture Search. Pseudo-LiDAR from Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving. Recommendation Through Mixtures of Heterogeneous Item Relationships. Disentangled Sequential Autoencoder. Disentangling Language and Knowledge in Task-Oriented Dialogs. Diagonal Discriminant …
Paper Group AWR 31

Paper Group AWR 31

October 21, 2019

Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks. Stochastic Chebyshev Gradient Descent for Spectral Optimization. Trust Region Based Adversarial Attack on Neural Networks. Quantifying the amount of visual information used by neural caption generators. Predicting Future Instance Segmentation by Forecasting Con …
Paper Group AWR 32

Paper Group AWR 32

October 21, 2019

Batch-normalized Recurrent Highway Networks. Fixed-sized representation learning from Offline Handwritten Signatures of different sizes. Syntactic Scaffolds for Semantic Structures. Data-driven Summarization of Scientific Articles. Power of Tempospatially Unified Spectral Density for Perceptual Video Quality Assessment. M$^3$RL: Mind-aware Multi-ag …
Paper Group AWR 33

Paper Group AWR 33

October 21, 2019

A comparison of methods for model selection when estimating individual treatment effects. AllenNLP: A Deep Semantic Natural Language Processing Platform. Characterizing Adversarial Subspaces Using Local Intrinsic Dimensionality. Regret bounds for meta Bayesian optimization with an unknown Gaussian process prior. Simplicial Closure and higher-order …
Paper Group AWR 34

Paper Group AWR 34

October 21, 2019

Do Deep Generative Models Know What They Don’t Know?. Learning a SAT Solver from Single-Bit Supervision. RecoGym: A Reinforcement Learning Environment for the problem of Product Recommendation in Online Advertising. Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation. Adversarial Propagation and Zero-Shot Cross-Lingual Transfer …
Paper Group AWR 35

Paper Group AWR 35

October 21, 2019

Domain-Specific Face Synthesis for Video Face Recognition from a Single Sample Per Person. SequenceR: Sequence-to-Sequence Learning for End-to-End Program Repair. Show, Control and Tell: A Framework for Generating Controllable and Grounded Captions. Standing Wave Decomposition Gaussian Process. Fast Graph-Cut Based Optimization for Practical Dense …
Paper Group AWR 36

Paper Group AWR 36

October 21, 2019

Hate Lingo: A Target-based Linguistic Analysis of Hate Speech in Social Media. Kernel Exponential Family Estimation via Doubly Dual Embedding. Compact Generalized Non-local Network. Multi-Task Graph Autoencoders. HyperAdam: A Learnable Task-Adaptive Adam for Network Training. Towards Exploiting Background Knowledge for Building Conversation Systems …
Paper Group AWR 37

Paper Group AWR 37

October 21, 2019

Joint Multilingual Supervision for Cross-lingual Entity Linking. Another Diversity-Promoting Objective Function for Neural Dialogue Generation. Importance of Search and Evaluation Strategies in Neural Dialogue Modeling. RISE: Randomized Input Sampling for Explanation of Black-box Models. A deep learning architecture to detect events in EEG signals …
Paper Group AWR 38

Paper Group AWR 38

October 21, 2019

DeepMiner: Discovering Interpretable Representations for Mammogram Classification and Explanation. Deep learning for pedestrians: backpropagation in CNNs. Deep Facial Expression Recognition: A Survey. On the Decision Boundary of Deep Neural Networks. Exploiting temporal and depth information for multi-frame face anti-spoofing. Deep Neural Network C …
Paper Group AWR 39

Paper Group AWR 39

October 21, 2019

Temporal Recurrent Networks for Online Action Detection. INSPECTRE: Privately Estimating the Unseen. Recurrent Transformer Networks for Semantic Correspondence. Factorizable Net: An Efficient Subgraph-based Framework for Scene Graph Generation. Learning to Reason with Third-Order Tensor Products. Learning Qualitatively Diverse and Interpretable Rul …
Paper Group AWR 4

Paper Group AWR 4

October 21, 2019

Learning Free-Form Deformations for 3D Object Reconstruction. Dense 3D Object Reconstruction from a Single Depth View. Adversarial Vision Challenge. Towards a Robust Parameterization for Conditioning Facies Models Using Deep Variational Autoencoders and Ensemble Smoother. Heterogeneous Multi-output Gaussian Process Prediction. DeepDRR – A Catalyst …
Paper Group AWR 40

Paper Group AWR 40

October 21, 2019

The NES Music Database: A multi-instrumental dataset with expressive performance attributes. SING: Symbol-to-Instrument Neural Generator. Lead Sheet Generation and Arrangement by Conditional Generative Adversarial Network. Car Detection using Unmanned Aerial Vehicles: Comparison between Faster R-CNN and YOLOv3. Single Image Reflection Removal Using …
Paper Group AWR 41

Paper Group AWR 41

October 21, 2019

SWRL2SPIN: A tool for transforming SWRL rule bases in OWL ontologies to object-oriented SPIN rules. Spoken SQuAD: A Study of Mitigating the Impact of Speech Recognition Errors on Listening Comprehension. A Fast Proximal Point Method for Computing Exact Wasserstein Distance. Graph Convolutional Networks for Text Classification. Efficient Neural Netw …
Paper Group AWR 42

Paper Group AWR 42

October 21, 2019

Soft-PHOC Descriptor for End-to-End Word Spotting in Egocentric Scene Images. Deep Cascade Multi-task Learning for Slot Filling in Online Shopping Assistant. Improved Sample Complexity for Stochastic Compositional Variance Reduced Gradient. Approximate Leave-One-Out for High-Dimensional Non-Differentiable Learning Problems. Attentive Sequence to Se …
Paper Group AWR 43

Paper Group AWR 43

October 21, 2019

Reinforced Continual Learning. Hierarchical Discrete Distribution Decomposition for Match Density Estimation. simNet: Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image Captions. Memorize or generalize? Searching for a compositional RNN in a haystack. Learning Tree-based Deep Model for Recommender Systems. Characte …
Paper Group AWR 44

Paper Group AWR 44

October 21, 2019

Learning to Gather without Communication. Towards Robust Lung Segmentation in Chest Radiographs with Deep Learning. Extrofitting: Enriching Word Representation and its Vector Space with Semantic Lexicons. Location Dependency in Video Prediction. Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advan …
Paper Group AWR 45

Paper Group AWR 45

October 21, 2019

FastDeRain: A Novel Video Rain Streak Removal Method Using Directional Gradient Priors. Large scale evaluation of local image feature detectors on homography datasets. A generic framework for privacy preserving deep learning. Building Generalizable Agents with a Realistic and Rich 3D Environment. Negative Update Intervals in Deep Multi-Agent Reinfo …
Paper Group AWR 46

Paper Group AWR 46

October 21, 2019

Multi-Multi-View Learning: Multilingual and Multi-Representation Entity Typing. 3D-PhysNet: Learning the Intuitive Physics of Non-Rigid Object Deformations. Synthetic Occlusion Augmentation with Volumetric Heatmaps for the 2018 ECCV PoseTrack Challenge on 3D Human Pose Estimation. ShuffleSeg: Real-time Semantic Segmentation Network. Generative Prob …
Paper Group AWR 47

Paper Group AWR 47

October 21, 2019

Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors. Weakly Supervised Object Detection in Artworks. Certified Adversarial Robustness with Additive Noise. CubeSLAM: Monocular 3D Object SLAM. Unsupervised Alignment of Embeddings with Wasserstein Procrustes. Perfect Match: A Simple Method for Learning Representations For …
Paper Group AWR 48

Paper Group AWR 48

October 21, 2019

Actor Conditioned Attention Maps for Video Action Detection. Certified Defenses against Adversarial Examples. AirLab: Autograd Image Registration Laboratory. Deep Learning based Inter-Modality Image Registration Supervised by Intra-Modality Similarity. One-Shot Unsupervised Cross Domain Translation. L4: Practical loss-based stepsize adaptation for …
Paper Group AWR 49

Paper Group AWR 49

October 21, 2019

Dopamine: A Research Framework for Deep Reinforcement Learning. PCGAN: Partition-Controlled Human Image Generation. Cancer Metastasis Detection With Neural Conditional Random Field. Exploiting Contextual Information via Dynamic Memory Network for Event Detection. Matryoshka Networks: Predicting 3D Geometry via Nested Shape Layers. BACH: Grand Chall …
Paper Group AWR 5

Paper Group AWR 5

October 21, 2019

Object-centric Auto-encoders and Dummy Anomalies for Abnormal Event Detection in Video. Detecting Visual Relationships Using Box Attention. Copula Variational Bayes inference via information geometry. Network Traffic Anomaly Detection Using Recurrent Neural Networks. Learning Discriminative 3D Shape Representations by View Discerning Networks. Cont …