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| Conditional Positional Encodings for Vision Transformers | Feb 22, 2021 | AutoMLClassification | CodeCode Available | 1 | 5 |
| Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification | Dec 9, 2020 | Anomaly DetectionAtrial Fibrillation Detection | CodeCode Available | 1 | 5 |
| Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning | Jun 6, 2015 | Bayesian InferenceDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Anonymous Walk Embeddings | May 30, 2018 | General ClassificationGraph Classification | CodeCode Available | 1 | 5 |
| Dynamic Few-Shot Visual Learning without Forgetting | Apr 25, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 | 5 |
| ECG arrhythmia classification using a 2-D convolutional neural network | Apr 18, 2018 | Arrhythmia DetectionData Augmentation | CodeCode Available | 1 | 5 |
| A Data Set and a Convolutional Model for Iconography Classification in Paintings | Oct 6, 2020 | General ClassificationImage Classification | CodeCode Available | 1 | 5 |
| EEG-Inception: An Accurate and Robust End-to-End Neural Network for EEG-based Motor Imagery Classification | Jan 24, 2021 | Brain Computer InterfaceClassification | CodeCode Available | 1 | 5 |
| EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces | May 31, 2020 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 | 5 |
| Efficient Deep Learning of Non-local Features for Hyperspectral Image Classification | Aug 2, 2020 | Deep LearningGeneral Classification | CodeCode Available | 1 | 5 |
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| An Unsupervised Autoregressive Model for Speech Representation Learning | Apr 5, 2019 | General Classificationmodel | CodeCode Available | 1 | 5 |
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| Active Learning for BERT: An Empirical Study | Nov 1, 2020 | Active LearningBinary text classification | CodeCode Available | 1 | 5 |
| Dendrite Net: A White-Box Module for Classification, Regression, and System Identification | Apr 8, 2020 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
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| Active Learning for Deep Object Detection via Probabilistic Modeling | Mar 30, 2021 | Active LearningClassification | CodeCode Available | 1 | 5 |
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| End-to-End Non-Autoregressive Neural Machine Translation with Connectionist Temporal Classification | Nov 12, 2018 | DecoderGeneral Classification | CodeCode Available | 1 | 5 |
| Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift | Feb 11, 2015 | General Classificationimage-classification | CodeCode Available | 1 | 5 |
| BAKSA at SemEval-2020 Task 9: Bolstering CNN with Self-Attention for Sentiment Analysis of Code Mixed Text | Jul 21, 2020 | General ClassificationOpinion Mining | CodeCode Available | 1 | 5 |
| Epileptic Seizure Classification with Symmetric and Hybrid Bilinear Models | Jan 15, 2020 | ClassificationDiagnostic | CodeCode Available | 1 | 5 |
| EPNet: Enhancing Point Features with Image Semantics for 3D Object Detection | Jul 17, 2020 | 3D Object DetectionGeneral Classification | CodeCode Available | 1 | 5 |
| Establishing Baselines for Text Classification in Low-Resource Languages | May 5, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification | Aug 31, 2017 | Earth ObservationGeneral Classification | CodeCode Available | 1 | 5 |
| A Ranking-based, Balanced Loss Function Unifying Classification and Localisation in Object Detection | Sep 28, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Evaluating surgical skills from kinematic data using convolutional neural networks | Jun 7, 2018 | General ClassificationSkills Assessment | CodeCode Available | 1 | 5 |
| EXACT: How to Train Your Accuracy | May 19, 2022 | General Classificationimage-classification | CodeCode Available | 1 | 5 |
| Training Normalizing Flows with the Information Bottleneck for Competitive Generative Classification | Jan 17, 2020 | General ClassificationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
| Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals | Nov 23, 2020 | Explainable ModelsGeneral Classification | CodeCode Available | 1 | 5 |
| Are These Birds Similar: Learning Branched Networks for Fine-grained Representations | Jan 16, 2020 | ClassificationDocument Text Classification | CodeCode Available | 1 | 5 |
| Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives | Feb 21, 2018 | General Classification | CodeCode Available | 1 | 5 |
| Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference | Jan 21, 2020 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Investigating Typed Syntactic Dependencies for Targeted Sentiment Classification Using Graph Attention Neural Network | Feb 22, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | CodeCode Available | 1 | 5 |
| Exploiting Unsupervised Data for Emotion Recognition in Conversations | Oct 2, 2020 | Emotion Recognition in ConversationGeneral Classification | CodeCode Available | 1 | 5 |
| Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed | May 27, 2022 | BenchmarkingBinary Classification | CodeCode Available | 1 | 5 |
| Fair and Optimal Classification via Post-Processing | Nov 3, 2022 | AttributeClassification | CodeCode Available | 1 | 5 |
| Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information | Sep 3, 2020 | AttributeFairness | CodeCode Available | 1 | 5 |
| Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment | Oct 26, 2016 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| Accumulated Polar Feature-based Deep Learning for Efficient and Lightweight Automatic Modulation Classification with Channel Compensation Mechanism | Jan 6, 2020 | General Classification | CodeCode Available | 1 | 5 |
| A Self-Attention Network based Node Embedding Model | Jun 22, 2020 | General ClassificationLink Prediction | CodeCode Available | 1 | 5 |
| A Self-ensembling Framework for Semi-supervised Knee Cartilage Defects Assessment with Dual-Consistency | May 19, 2020 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| A Self-supervised Approach for Adversarial Robustness | Jun 8, 2020 | Adversarial RobustnessGeneral Classification | CodeCode Available | 1 | 5 |
| FaultNet: A Deep Convolutional Neural Network for bearing fault classification | Oct 5, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 | 5 |
| FBCNet: A Multi-view Convolutional Neural Network for Brain-Computer Interface | Mar 17, 2021 | Binary ClassificationBrain Computer Interface | CodeCode Available | 1 | 5 |
| Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) | Mar 5, 2020 | General ClassificationHyperspectral Image Classification | CodeCode Available | 1 | 5 |
| Bag of Tricks for Node Classification with Graph Neural Networks | Mar 24, 2021 | ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
