Text Classification

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 236

February 1, 2020

Deep Network Classification by Scattering and Homotopy Dictionary Learning. Multi-source Distilling Domain Adaptation. Forget Me Not: Reducing Catastrophic Forgetting for Domain Adaptation in Reading Comprehension. Stokes Inversion based on Convolutional Neural Networks. When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then …

Paper Group AWR 237

February 1, 2020

Star-Transformer. Estimating Solar Irradiance Using Sky Imagers. Multi-Objective Reinforced Evolution in Mobile Neural Architecture Search. Reliability Does Matter: An End-to-End Weakly Supervised Semantic Segmentation Approach. Self-supervised Scale Equivariant Network for Weakly Supervised Semantic Segmentation. Joint Learning of Saliency Detecti …

Paper Group AWR 238

February 1, 2020

Augmenting a BiLSTM tagger with a Morphological Lexicon and a Lexical Category Identification Step. Understanding Top-k Sparsification in Distributed Deep Learning. Word-Class Embeddings for Multiclass Text Classification. Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication. Ordered SGD: A New Stochastic Optimi …

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 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

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 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 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 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 …

Paper Group AWR 290

February 1, 2020

Effective parameter estimation methods for an ExcitNet model in generative text-to-speech systems. PySS3: A Python package implementing a novel text classifier with visualization tools for Explainable AI. Variational Pretraining for Semi-supervised Text Classification. Towards Verified Stochastic Variational Inference for Probabilistic Programs. Po …

Paper Group AWR 301

February 1, 2020

Logo-2K+: A Large-Scale Logo Dataset for Scalable Logo Classification. Meta-learning of textual representations. Query-based Deep Improvisation. Adversarial Feature Distribution Alignment for Semi-Supervised Learning. DeepShift: Towards Multiplication-Less Neural Networks. Multimodal Transformer for Unaligned Multimodal Language Sequences. Aestheti …

Paper Group AWR 309

February 1, 2020

Cross View Fusion for 3D Human Pose Estimation. Blind Super-Resolution Kernel Estimation using an Internal-GAN. TabNet: Attentive Interpretable Tabular Learning. Large-scale Landmark Retrieval/Recognition under a Noisy and Diverse Dataset. Handheld Multi-Frame Super-Resolution. A Deep Learning System for Predicting Size and Fit in Fashion E-Commerc …

Paper Group AWR 312

February 1, 2020

Nonlinear Semi-Parametric Models for Survival Analysis. Brain Tissue Segmentation Using NeuroNet With Different Pre-processing Techniques. Estimating Density Models with Complex Truncation Boundaries. Multilingual is not enough: BERT for Finnish. Deep Hyperspectral Prior: Denoising, Inpainting, Super-Resolution. Dirichlet Simplex Nest and Geometric …

Paper Group AWR 317

February 1, 2020

Improving short text classification through global augmentation methods. Constrained K-means with General Pairwise and Cardinality Constraints. Robust Attribution Regularization. Extreme Classification in Log Memory using Count-Min Sketch: A Case Study of Amazon Search with 50M Products. Enhancing Adversarial Defense by k-Winners-Take-All. How does …

Paper Group AWR 324

February 1, 2020

Personalizing Dialogue Agents via Meta-Learning. Consistent Dialogue Generation with Self-supervised Feature Learning. Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks. Improved Word Sense Disambiguation Using Pre-Trained Contextualized Word Representations. Learning the Difference that Makes a Difference with …

Paper Group AWR 332

February 1, 2020

Single Deep Counterfactual Regret Minimization. A Convolutional Neural Network for the Automatic Diagnosis of Collagen VI related Muscular Dystrophies. Learning Mixtures of Separable Dictionaries for Tensor Data: Analysis and Algorithms. A Comprehensive Survey on Transfer Learning. SmartBullets: A Cloud-Assisted Bullet Screen Filter based on Deep L …

Paper Group AWR 339

February 1, 2020

RelGAN: Multi-Domain Image-to-Image Translation via Relative Attributes. Y-Autoencoders: disentangling latent representations via sequential-encoding. Sentiment analysis is not solved! Assessing and probing sentiment classification. LIDA: Lightweight Interactive Dialogue Annotator. Generation of 3D Brain MRI Using Auto-Encoding Generative Adversari …

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 342

February 1, 2020

Investigating Self-Attention Network for Chinese Word Segmentation. A Graph-based Model for Joint Chinese Word Segmentation and Dependency Parsing. SuperTML: Two-Dimensional Word Embedding for the Precognition on Structured Tabular Data. Weighted Linear Bandits for Non-Stationary Environments. ReMASC: Realistic Replay Attack Corpus for Voice Contro …

Paper Group AWR 359

February 1, 2020

ELKI: A large open-source library for data analysis - ELKI Release 0.7.5 “Heidelberg”. Referring Expression Object Segmentation with Caption-Aware Consistency. How Can We Know What Language Models Know?. Dense Dilated Convolutions Merging Network for Semantic Mapping of Remote Sensing Images. Outlier Exposure with Confidence Control for Out-of-Dist …

Paper Group AWR 361

February 1, 2020

ART: A machine learning Automated Recommendation Tool for synthetic biology. Localization of Fake News Detection via Multitask Transfer Learning. AdaOja: Adaptive Learning Rates for Streaming PCA. MixConv: Mixed Depthwise Convolutional Kernels. GhostNet: More Features from Cheap Operations. A Causal Inference Method for Reducing Gender Bias in Word …

Paper Group AWR 363

February 1, 2020

Spherical CNNs on Unstructured Grids. Bootstrapping the Expressivity with Model-based Planning. GAN-enhanced Conditional Echocardiogram Generation. Topic-aware chatbot using Recurrent Neural Networks and Nonnegative Matrix Factorization. Evaluation and Improvement of Chatbot Text Classification Data Quality Using Plausible Negative Examples. Guidin …

Paper Group AWR 364

February 1, 2020

Investigating Sports Commentator Bias within a Large Corpus of American Football Broadcasts. Emulating Human Developmental Stages with Bayesian Neural Networks. 3D U-Net Based Brain Tumor Segmentation and Survival Days Prediction. Gromov-Wasserstein Averaging in a Riemannian Framework. Sparse Feature Selection in Kernel Discriminant Analysis via Op …

Paper Group AWR 75

February 1, 2020

Exploring spectro-temporal features in end-to-end convolutional neural networks. On Slicing Sorted Integer Sequences. Warp and Learn: Novel Views Generation for Vehicles and Other Objects. FFA-Net: Feature Fusion Attention Network for Single Image Dehazing. Transductive Zero-Shot Learning with Visual Structure Constraint. Generalisation dynamics of …

Paper Group AWR 79

February 1, 2020

Deep Neuroevolution of Recurrent and Discrete World Models. Data Programming using Continuous and Quality-Guided Labeling Functions. Random Search and Reproducibility for Neural Architecture Search. Training High-Performance and Large-Scale Deep Neural Networks with Full 8-bit Integers. The spiked matrix model with generative priors. Two-Step Sound …

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 86

February 1, 2020

Generative Adversarial Networks in Computer Vision: A Survey and Taxonomy. Exploiting locality in high-dimensional factorial hidden Markov models. Human-In-The-Loop Automatic Program Repair. Anomaly Detection for Industrial Control Systems Using Sequence-to-Sequence Neural Networks. Automatic Differentiable Monte Carlo: Theory and Application. Towa …