BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Aug 18, 2020 Computed Tomography (CT) Domain Generalization
Code Code Available Learning to Reason in Round-based Games: Multi-task Sequence Generation for Purchasing Decision Making in First-person Shooters Aug 12, 2020 Attribute Decision Making
Code Code Available An Overview of Deep Learning Architectures in Few-Shot Learning Domain Aug 12, 2020 Deep Learning Few-Shot Learning
Code Code Available Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images Aug 7, 2020 Few-Shot Learning
Code Code Available Few-shot Classification via Adaptive Attention Aug 6, 2020 Classification Few-Shot Learning
Code Code Available Model-Agnostic Boundary-Adversarial Sampling for Test-Time Generalization in Few-Shot learning Aug 1, 2020 Few-Shot Learning
Code Code Available A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Jul 20, 2020 Few-Shot Learning Multi-Task Learning
Code Code Available Fuzzy Graph Neural Network for Few-Shot Learning Jul 19, 2020 Few-Shot Learning Graph Neural Network
Code Code Available Explanation-Guided Training for Cross-Domain Few-Shot Classification Jul 17, 2020 Classification Cross-Domain Few-Shot
Code Code Available How to trust unlabeled data? Instance Credibility Inference for Few-Shot Learning Jul 15, 2020 Data Augmentation Few-Shot Learning
Code Code Available Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available Wandering Within a World: Online Contextualized Few-Shot Learning Jul 9, 2020 Few-Shot Learning
Code Code Available Generalized Few-Shot Video Classification with Video Retrieval and Feature Generation Jul 9, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Jul 8, 2020 Few-Shot Learning Model Selection
Code Code Available Online probabilistic label trees Jul 8, 2020 Few-Shot Learning Multi-class Classification
Code Code Available Few-Shot One-Class Classification via Meta-Learning Jul 8, 2020 Anomaly Detection Classification
Code Code Available Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
Code Code Available Laplacian Regularized Few-Shot Learning Jun 29, 2020 Clustering Few-Shot Image Classification
Code Code Available Few-Shot Microscopy Image Cell Segmentation Jun 29, 2020 Cell Segmentation Few-Shot Learning
Code Code Available Laplacian Regularized Few-Shot Learning Jun 28, 2020 Clustering Few-Shot Image Classification
Code Code Available Many-Class Few-Shot Learning on Multi-Granularity Class Hierarchy Jun 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available Graph Prototypical Networks for Few-shot Learning on Attributed Networks Jun 23, 2020 Classification Drug Discovery
Code Code Available Self-Supervised Prototypical Transfer Learning for Few-Shot Classification Jun 19, 2020 Classification Few-Shot Learning
Code Code Available Self-supervised Knowledge Distillation for Few-shot Learning Jun 17, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Graph Meta Learning via Local Subgraphs Jun 14, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Jun 10, 2020 Few-Shot Learning General Classification
Code Code Available Multi-view Contrastive Learning for Online Knowledge Distillation Jun 7, 2020 Classification Contrastive Learning
Code Code Available Leveraging the Feature Distribution in Transfer-based Few-Shot Learning Jun 6, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations May 18, 2020 8k Few-Shot Learning
Code Code Available Boosting on the shoulders of giants in quantum device calibration May 13, 2020 BIG-bench Machine Learning Few-Shot Learning
Code Code Available SOLOIST: Building Task Bots at Scale with Transfer Learning and Machine Teaching May 11, 2020 End-To-End Dialogue Modelling Few-Shot Learning
Code Code Available Harvesting and Refining Question-Answer Pairs for Unsupervised QA May 6, 2020 Few-Shot Learning Question Answering
Code Code Available DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available Towards Fast Adaptation of Neural Architectures with Meta Learning May 1, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning for Opinion Summarization Apr 30, 2020 Few-Shot Learning Informativeness
Code Code Available Physarum Powered Differentiable Linear Programming Layers and Applications Apr 30, 2020 Few-Shot Learning Meta-Learning
Code Code Available Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Apr 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available Towards Data-Efficient Learning: A Benchmark for COVID-19 CT Lung and Infection Segmentation Apr 27, 2020 Domain Generalization Few-Shot Learning
Code Code Available Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol Apr 23, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Defining Benchmarks for Continual Few-Shot Learning Apr 15, 2020 continual few-shot learning Continual Learning
Code Code Available Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors Apr 14, 2020 3D Reconstruction Decoder
Code Code Available Diversity Helps: Unsupervised Few-shot Learning via Distribution Shift-based Data Augmentation Apr 13, 2020 Data Augmentation Diversity
Code Code Available Meta-Learning in Neural Networks: A Survey Apr 11, 2020 Few-Shot Learning Hyperparameter Optimization
Code Code Available From Generalized zero-shot learning to long-tail with class descriptors Apr 5, 2020 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Learning to Segment the Tail Apr 2, 2020 Few-Shot Learning Incremental Learning
Code Code Available DPGN: Distribution Propagation Graph Network for Few-shot Learning Mar 31, 2020 Few-Shot Learning Meta-Learning
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