Graph Representation Learning

Paper Group AWR 128

October 21, 2019

dyngraph2vec: Capturing Network Dynamics using Dynamic Graph Representation Learning. VoxelMorph: A Learning Framework for Deformable Medical Image Registration. Deep Depth Completion of a Single RGB-D Image. Semi-crowdsourced Clustering with Deep Generative Models. Mittens: An Extension of GloVe for Learning Domain-Specialized Representations. A G …

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 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 ANR 19

October 20, 2019

Fusarium Damaged Kernels Detection Using Transfer Learning on Deep Neural Network Architecture. Motivating the Rules of the Game for Adversarial Example Research. Adversarial vulnerability for any classifier. Representation Learning for Spatial Graphs. On Bi-Objective convex-quadratic problems. Multi-Task Learning with Incomplete Data for Healthcar …

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 211

October 20, 2019

Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks. Tensor field networks: Rotation- and translation-equivariant neural networks for 3D point clouds. Personalizing Dialogue Agents: I have a dog, do you have pets too?. On the Evaluation of Semantic Phenomena in Neural Machine Translation Using Natural Language Inference. Whiteni …

Paper Group AWR 237

October 20, 2019

Occlusions, Motion and Depth Boundaries with a Generic Network for Disparity, Optical Flow or Scene Flow Estimation. Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration. Bayesian Modeling of Intersectional Fairness: The Variance of Bias. Recurrent Auto-Encoder Model for Large-Scale Industrial Sensor Signal Analys …

Paper Group AWR 276

October 20, 2019

M3Fusion: A Deep Learning Architecture for Multi-{Scale/Modal/Temporal} satellite data fusion. Grassmannian Learning: Embedding Geometry Awareness in Shallow and Deep Learning. Adversarial Decomposition of Text Representation. Removing Confounding Factors Associated Weights in Deep Neural Networks Improves the Prediction Accuracy for Healthcare App …

Paper Group AWR 303

October 20, 2019

Y-Net: Joint Segmentation and Classification for Diagnosis of Breast Biopsy Images. RESIDE: Improving Distantly-Supervised Neural Relation Extraction using Side Information. Challenges of language technologies for the indigenous languages of the Americas. Towards a Better Understanding and Regularization of GAN Training Dynamics. Convolutional CRFs …

Paper Group AWR 332

October 20, 2019

Measuring the Intrinsic Dimension of Objective Landscapes. 3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor Segmentation. Learning Attractor Dynamics for Generative Memory. Is it Safe to Drive? An Overview of Factors, Challenges, and Datasets for Driveability Assessment in Autonomous Driving. Recurrent Neural Network-Based Semantic Va …

Paper Group AWR 348

October 20, 2019

Towards High Resolution Video Generation with Progressive Growing of Sliced Wasserstein GANs. Unsupervised Representation Learning by Predicting Image Rotations. Simultaneous Edge Alignment and Learning. RepMet: Representative-based metric learning for classification and one-shot object detection. Deep Learning using Rectified Linear Units (ReLU). …

Paper Group ANR 257

October 19, 2019

Window detection in aerial texture images of the Berlin 3D CityGML Model. Reachability-based safe learning for optimal control problem. Automatic Assessment of Artistic Quality of Photos. Grounding Perception: A Developmental Approach to Sensorimotor Contingencies. A simple probabilistic deep generative model for learning generalizable disentangled …

Paper Group ANR 379

October 19, 2019

DeepWrinkles: Accurate and Realistic Clothing Modeling. Stable Opponent Shaping in Differentiable Games. A small Griko-Italian speech translation corpus. Some Theoretical Properties of GANs. Hourly-Similarity Based Solar Forecasting Using Multi-Model Machine Learning Blending. Learning Cross-Lingual Sentence Representations via a Multi-task Dual-En …

Paper Group ANR 396

October 19, 2019

Machine Learning for Combinatorial Optimization: a Methodological Tour d’Horizon. Towards a more efficient representation of imputation operators in TPOT. Differentiable Greedy Networks. CNN-Based Detection of Generic Constrast Adjustment with JPEG Post-processing. Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search. …

Paper Group ANR 643

October 18, 2019

Graph-Based Recommendation System. Discrete Potts Model for Generating Superpixels on Noisy Images. Deep BV: A Fully Automated System for Brain Ventricle Localization and Segmentation in 3D Ultrasound Images of Embryonic Mice. Get Your Workload in Order: Game Theoretic Prioritization of Database Auditing. ReDMark: Framework for Residual Diffusion W …

Paper Group ANR 892

October 17, 2019

Recurrent Neural Networks based Obesity Status Prediction Using Activity Data. 3D Video Quality Assessment. Refacing: reconstructing anonymized facial features using GANs. Plug-In Stochastic Gradient Method. LinkNBed: Multi-Graph Representation Learning with Entity Linkage. Data-efficient Auto-tuning with Bayesian Optimization: An Industrial Contro …

Paper Group NANR 29

October 16, 2019

SB-CH: A Swiss German Corpus with Sentiment Annotations. MetaReg: Towards Domain Generalization using Meta-Regularization. Proceedings of the 2018 EMNLP Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP. A Large Automatically-Acquired All-Words List of Multiword Expressions Scored for Compositionality. Sign Languages and the …

Paper Group NANR 122

October 15, 2019

Exploring the Hidden Dimension in Accelerating Convolutional Neural Networks. Estimating Marginal Probabilities of n-grams for Recurrent Neural Language Models. Synthetically Supervised Feature Learning for Scene Text Recognition. Transferred Embeddings for Igbo Similarity, Analogy, and Diacritic Restoration Tasks. Pulling Actions out of Context: E …

Paper Group NANR 156

October 15, 2019

Neural Machine Translation of Logographic Language Using Sub-character Level Information. Aspect Based Sentiment Analysis into the Wild. Machine translation at Booking.com: what’s next?. A New Corpus to Support Text Mining for the Curation of Metabolites in the ChEBI Database. Accurate Text-Enhanced Knowledge Graph Representation Learning. STEVENDU …