| Robust Mahalanobis Metric Learning via Geometric Approximation Algorithms | May 24, 2019 | General ClassificationMetric Learning | —Unverified | 0 |
| Semi-supervised GAN for Classification of Multispectral Imagery Acquired by UAVs | May 24, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Model Validation Using Mutated Training Labels: An Exploratory Study | May 24, 2019 | BIG-bench Machine LearningGeneral Classification | —Unverified | 0 |
| Semi-Supervised Classification on Non-Sparse Graphs Using Low-Rank Graph Convolutional Networks | May 24, 2019 | General Classification | CodeCode Available | 0 |
| Learning Surrogate Losses | May 24, 2019 | Bilevel OptimizationGeneral Classification | —Unverified | 0 |
| Optimizing Shallow Networks for Binary Classification | May 24, 2019 | Binary ClassificationClassification | —Unverified | 0 |
| Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar | May 24, 2019 | AutoMLBayesian Optimization | —Unverified | 0 |
| forgeNet: A graph deep neural network model using tree-based ensemble classifiers for feature extraction | May 23, 2019 | Classificationfeature selection | —Unverified | 0 |
| Gradient Descent can Learn Less Over-parameterized Two-layer Neural Networks on Classification Problems | May 23, 2019 | General ClassificationGeneralization Bounds | —Unverified | 0 |
| Revisiting Graph Neural Networks: All We Have is Low-Pass Filters | May 23, 2019 | AllGeneral Classification | CodeCode Available | 0 |
| Meta-GNN: On Few-shot Node Classification in Graph Meta-learning | May 23, 2019 | Few-Shot LearningGeneral Classification | CodeCode Available | 0 |
| Multi-Class Gaussian Process Classification Made Conjugate: Efficient Inference via Data Augmentation | May 23, 2019 | Bayesian InferenceData Augmentation | CodeCode Available | 0 |
| Variational Prototype Replays for Continual Learning | May 23, 2019 | Continual LearningGeneral Classification | CodeCode Available | 0 |
| Tucker Decomposition Network: Expressive Power and Comparison | May 23, 2019 | General Classificationimage-classification | —Unverified | 0 |
| Leveraging Uncertainty in Deep Learning for Selective Classification | May 23, 2019 | ClassificationDecision Making | —Unverified | 0 |
| Binary Classification with Bounded Abstention Rate | May 23, 2019 | Binary ClassificationClassification | —Unverified | 0 |
| An Investigation of Transfer Learning-Based Sentiment Analysis in Japanese | May 23, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| GWU NLP Lab at SemEval-2019 Task 3: EmoContext: Effective Contextual Information in Models for Emotion Detection in Sentence-level in a Multigenre Corpus | May 23, 2019 | General ClassificationSentence | —Unverified | 0 |
| A Direct Approach to Robust Deep Learning Using Adversarial Networks | May 23, 2019 | Deep LearningGeneral Classification | CodeCode Available | 0 |
| Augmenting Data with Mixup for Sentence Classification: An Empirical Study | May 22, 2019 | ClassificationData Augmentation | CodeCode Available | 0 |
| Data-Efficient Image Recognition with Contrastive Predictive Coding | May 22, 2019 | Contrastive LearningGeneral Classification | CodeCode Available | 0 |
| A Comprehensive Study of ImageNet Pre-Training for Historical Document Image Analysis | May 22, 2019 | General ClassificationImage Classification | —Unverified | 0 |
| EEG Classification by factoring in Sensor Configuration | May 22, 2019 | ClassificationDiagnostic | —Unverified | 0 |
| Generative Imputation and Stochastic Prediction | May 22, 2019 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Multi-Task Kernel Null-Space for One-Class Classification | May 22, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Segmentation-Aware Hyperspectral Image Classification | May 22, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Robust Motion Segmentation from Pairwise Matches | May 22, 2019 | General ClassificationMotion Segmentation | CodeCode Available | 0 |
| Mutual Information Maximization in Graph Neural Networks | May 21, 2019 | General ClassificationGraph Classification | CodeCode Available | 0 |
| Recurring Concept Meta-learning for Evolving Data Streams | May 21, 2019 | DiversityGeneral Classification | —Unverified | 0 |
| Measuring the effects of confounders in medical supervised classification problems: the Confounding Index (CI) | May 21, 2019 | AttributeGeneral Classification | —Unverified | 0 |
| Geometry of Deep Convolutional Networks | May 21, 2019 | General Classification | —Unverified | 0 |
| A Two-stage Classification Method for High-dimensional Data and Point Clouds | May 21, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| Enriching Pre-trained Language Model with Entity Information for Relation Classification | May 20, 2019 | General ClassificationLanguage Modeling | CodeCode Available | 0 |
| A comprehensive, application-oriented study of catastrophic forgetting in DNNs | May 20, 2019 | General ClassificationIncremental Learning | CodeCode Available | 0 |
| Deep Transfer Learning Methods for Colon Cancer Classification in Confocal Laser Microscopy Images | May 20, 2019 | Cancer ClassificationGeneral Classification | —Unverified | 0 |
| Testing DNN Image Classifiers for Confusion & Bias Errors | May 20, 2019 | AvgDNN Testing | CodeCode Available | 0 |
| Transmitter Classification With Supervised Deep Learning | May 20, 2019 | ClassificationDeep Learning | —Unverified | 0 |
| Target Based Speech Act Classification in Political Campaign Text | May 20, 2019 | ClassificationGeneral Classification | CodeCode Available | 0 |
| A Novel Chaos Theory Inspired Neuronal Architecture | May 19, 2019 | General Classification | CodeCode Available | 0 |
| Human Vocal Sentiment Analysis | May 19, 2019 | Data AugmentationGeneral Classification | —Unverified | 0 |
| An Online Stochastic Kernel Machine for Robust Signal Classification | May 19, 2019 | ClassificationGeneral Classification | —Unverified | 0 |
| A Text Classification Framework for Simple and Effective Early Depression Detection Over Social Media Streams | May 18, 2019 | BIG-bench Machine LearningDepression Detection | CodeCode Available | 0 |
| Gradient tree boosting with random output projections for multi-label classification and multi-output regression | May 18, 2019 | General ClassificationMulti-Label Classification | —Unverified | 0 |
| RaFM: Rank-Aware Factorization Machines | May 18, 2019 | General Classification | CodeCode Available | 0 |
| Fast classification of small X-ray diffraction datasets using data augmentation and deep neural networks | May 17, 2019 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 0 |
| Alpha MAML: Adaptive Model-Agnostic Meta-Learning | May 17, 2019 | Few-Shot LearningGeneral Classification | —Unverified | 0 |
| AutoDispNet: Improving Disparity Estimation With AutoML | May 17, 2019 | AutoMLBayesian Optimization | CodeCode Available | 0 |
| Dance Hit Song Prediction | May 17, 2019 | General ClassificationPosition | —Unverified | 0 |
| Dynamic Vision Sensor integration on FPGA-based CNN accelerators for high-speed visual classification | May 17, 2019 | CPUGeneral Classification | —Unverified | 0 |
| Comparison of Machine Learning Models in Food Authentication Studies | May 17, 2019 | BIG-bench Machine LearningDimensionality Reduction | —Unverified | 0 |