Node Classification

Paper Group AWR 229

February 1, 2020

MUSE: Parallel Multi-Scale Attention for Sequence to Sequence Learning. Unsupervised Learning of Landmarks by Descriptor Vector Exchange. Beyond English-Only Reading Comprehension: Experiments in Zero-Shot Multilingual Transfer for Bulgarian. Katecheo: A Portable and Modular System for Multi-Topic Question Answering. Addressing Sample Complexity in …

Paper Group AWR 233

February 1, 2020

Deep Hyperedges: a Framework for Transductive and Inductive Learning on Hypergraphs. Text2FaceGAN: Face Generation from Fine Grained Textual Descriptions. Training Neural Networks for and by Interpolation. Synthetic Ground Truth Generation for Evaluating Generative Policy Models. Accelerating Deep Learning by Focusing on the Biggest Losers. Portugu …

Paper Group AWR 239

February 1, 2020

Curriculum Learning for Cumulative Return Maximization. ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection. Statistical Model Aggregation via Parameter Matching. Deep Learning Based Chatbot Models. Data assimilation in Agent-based models using creation and annihilation operators. A Capsule Network-based Model fo …

Paper Group AWR 242

February 1, 2020

Semantic Bottleneck Scene Generation. UAFS: Uncertainty-Aware Feature Selection for Problems with Missing Data. Instance Segmentation based Semantic Matting for Compositing Applications. Stock Forecasting using M-Band Wavelet-Based SVR and RNN-LSTMs Models. Hadamard Matrix Guided Online Hashing. Learning Without Loss. Pre-train and Learn: Preserve …

Paper Group AWR 246

February 1, 2020

Homogeneous Online Transfer Learning with Online Distribution Discrepancy Minimization. On-Policy Trust Region Policy Optimisation with Replay Buffers. Fine-tune BERT for Extractive Summarization. compare-mt: A Tool for Holistic Comparison of Language Generation Systems. DeepCaps: Going Deeper with Capsule Networks. Learning to Exploit Long-term Re …

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 287

February 1, 2020

Exploiting the Redundancy in Convolutional Filters for Parameter Reduction. Animal Detection in Man-made Environments. Evaluating Commonsense in Pre-trained Language Models. Collaborative Translational Metric Learning. A Bi-Directional Co-Design Approach to Enable Deep Learning on IoT Devices. Compressing Gradient Optimizers via Count-Sketches. Ass …

Paper Group AWR 294

February 1, 2020

Convolutional Analysis Operator Learning: Dependence on Training Data. The HSIC Bottleneck: Deep Learning without Back-Propagation. Decoupled Greedy Learning of CNNs. Iterative Normalization: Beyond Standardization towards Efficient Whitening. Provably Robust Blackbox Optimization for Reinforcement Learning. Hyperbolic Image Embeddings. FIGR: Few-s …

Paper Group AWR 296

February 1, 2020

BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer. Levenshtein Transformer. Localization, Detection and Tracking of Multiple Moving Sound Sources with a Convolutional Recurrent Neural Network. Online Adaptive Principal Component Analysis and Its extensions. Task-Oriented Language Grounding for Language …

Paper Group AWR 310

February 1, 2020

Transforming Delete, Retrieve, Generate Approach for Controlled Text Style Transfer. Boosting Real-Time Driving Scene Parsing with Shared Semantics. Cooperative Semantic Segmentation and Image Restoration in Adverse Environmental Conditions. ViCo: Word Embeddings from Visual Co-occurrences. EdgeCNN: Convolutional Neural Network Classification Model …

Paper Group AWR 327

February 1, 2020

GAPNet: Graph Attention based Point Neural Network for Exploiting Local Feature of Point Cloud. Fine-Tuning Language Models from Human Preferences. Implicit Regularization in Deep Matrix Factorization. Water Preservation in Soan River Basin using Deep Learning Techniques. Multi-objective Evolutionary Algorithms are Still Good: Maximizing Monotone A …

Paper Group AWR 341

February 1, 2020

Graph Adversarial Training: Dynamically Regularizing Based on Graph Structure. Region Mutual Information Loss for Semantic Segmentation. GazeCorrection:Self-Guided Eye Manipulation in the wild using Self-Supervised Generative Adversarial Networks. Probing Neural Network Comprehension of Natural Language Arguments. Reparameterizable Subset Sampling …

Paper Group AWR 85

February 1, 2020

Synthetic dataset generation for object-to-model deep learning in industrial applications. OpenCL-based FPGA accelerator for disparity map generation with stereoscopic event cameras. Stochastic Gradient MCMC for Nonlinear State Space Models. Partially Exchangeable Networks and Architectures for Learning Summary Statistics in Approximate Bayesian Co …

Paper Group AWR 96

February 1, 2020

Fixing the train-test resolution discrepancy. Neural Percussive Synthesis Parameterised by High-Level Timbral Features. Reinforcement Learning for Robotic Manipulation using Simulated Locomotion Demonstrations. A Low-Cost, Flexible and Portable Volumetric Capturing System. Wasserstein Style Transfer. Educating Text Autoencoders: Latent Representati …

Paper Group ANR 156

January 31, 2020

To Detect Irregular Trade Behaviors In Stock Market By Using Graph Based Ranking Methods. PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions. Knee Cartilage Segmentation Using Diffusion-Weighted MRI. Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better. Learning in …

Paper Group ANR 161

January 31, 2020

Learning to Select, Track, and Generate for Data-to-Text. Conditional Hierarchical Bayesian Tucker Decomposition. Continuous-Time Mean-Variance Portfolio Selection: A Reinforcement Learning Framework. Clustering by Directly Disentangling Latent Space. Topology Based Scalable Graph Kernels. Locally Accelerated Conditional Gradients. Label Aware Grap …

Paper Group ANR 164

January 31, 2020

Multiple Riemannian Manifold-valued Descriptors based Image Set Classification with Multi-Kernel Metric Learning. A Hierarchical Mixture Density Network. Video Skimming: Taxonomy and Comprehensive Survey. Air Quality Measurement Based on Double-Channel Convolutional Neural Network Ensemble Learning. Good-Enough Compositional Data Augmentation. A Li …

Paper Group ANR 181

January 31, 2020

Prudence When Assuming Normality: an advice for machine learning practitioners. Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data. Delta-training: Simple Semi-Supervised Text Classification using Pretrained Word Embeddings. Bayesian Optimized 1-Bit CNNs. STEFANN: Scene Text Editor using Font Adaptive Neural Network …

Paper Group ANR 193

January 31, 2020

Continual Learning via Online Leverage Score Sampling. Parallel Iterative Edit Models for Local Sequence Transduction. Quantitative $W_1$ Convergence of Langevin-Like Stochastic Processes with Non-Convex Potential and State-Dependent Noise. Approaching Small Molecule Prioritization as a Cross-Modal Information Retrieval Task through Coordinated Rep …

Paper Group AWR 372

January 31, 2020

DeepSEED: 3D Squeeze-and-Excitation Encoder-Decoder Convolutional Neural Networks for Pulmonary Nodule Detection. TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning. Deep Coordination Graphs. Controllable Artistic Text Style Transfer via Shape-Matching GAN. Deep Variational Koopman Models: Inferring Koopman Observations for Uncertainty-A …

Paper Group AWR 379

January 31, 2020

#MeTooMA: Multi-Aspect Annotations of Tweets Related to the MeToo Movement. Simple yet efficient real-time pose-based action recognition. Automatic Creation of Text Corpora for Low-Resource Languages from the Internet: The Case of Swiss German. Unsupervised Dialog Structure Learning. EATEN: Entity-aware Attention for Single Shot Visual Text Extract …

Paper Group AWR 387

January 31, 2020

Multi-class Classification without Multi-class Labels. Large-Scale Historical Watermark Recognition: dataset and a new consistency-based approach. Doodle to Search: Practical Zero-Shot Sketch-based Image Retrieval. OpenEDS: Open Eye Dataset. HorizonNet: Learning Room Layout with 1D Representation and Pano Stretch Data Augmentation. Provably Robust …

Paper Group AWR 393

January 31, 2020

Modeling Color Terminology Across Thousands of Languages. Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning. Transferring Robustness for Graph Neural Network Against Poisoning Attacks. A Pilot Study for Chinese SQL Semantic Parsing. Entity, Relation, and Event Extraction with Contextualized Span Representations. …

Paper Group AWR 398

January 31, 2020

Kernel-based Translations of Convolutional Networks. Newton vs the machine: solving the chaotic three-body problem using deep neural networks. Note on the bias and variance of variational inference. Learning to learn via Self-Critique. Validated Variational Inference via Practical Posterior Error Bounds. Signed Graph Attention Networks. Learning 2D …

Paper Group AWR 413

January 31, 2020

Rep the Set: Neural Networks for Learning Set Representations. Efficient Learning on Point Clouds with Basis Point Sets. Incremental Transformer with Deliberation Decoder for Document Grounded Conversations. Model structures and fitting criteria for system identification with neural networks. DeepPruner: Learning Efficient Stereo Matching via Diffe …

Paper Group AWR 414

January 31, 2020

DeepAlign: Alignment-based Process Anomaly Correction using Recurrent Neural Networks. Implicit Semantic Data Augmentation for Deep Networks. Prose for a Painting. Topics to Avoid: Demoting Latent Confounds in Text Classification. Ranking Policy Gradient. Zero-shot transfer for implicit discourse relation classification. Urban Driving with Conditio …

Paper Group AWR 421

January 31, 2020

Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks. Emerging Convolutions for Generative Normalizing Flows. Automatic Temporally Coherent Video Colorization. SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses. A Personalized Subreddit Recommendation …

Paper Group AWR 440

January 31, 2020

Equalizing Gender Biases in Neural Machine Translation with Word Embeddings Techniques. Graph Element Networks: adaptive, structured computation and memory. Demystifying Brain Tumour Segmentation Networks: Interpretability and Uncertainty Analysis. Believe It or Not, We Know What You Are Looking at!. Learning Edge Properties in Graphs from Path Agg …