A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
Code Code Available Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network Feb 9, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Generalising via Meta-Examples for Continual Learning in the Wild Jan 28, 2021 Continual Learning Few-Shot Learning
Code Code Available Few-Shot Semantic Parsing for New Predicates Jan 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks Jan 24, 2021 Few-Shot Learning Representation Learning
Code Code Available Free Lunch for Few-shot Learning: Distribution Calibration Jan 16, 2021 Few-Shot Learning
Code Code Available Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition Jan 8, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Few-Shot Learning with Class Imbalance Jan 7, 2021 Few-Shot Learning Meta-Learning
Code Code Available IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot Learning Jan 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available Making Pre-trained Language Models Better Few-shot Learners Dec 31, 2020 Few-Shot Learning Zero-Shot Text Classification
Code Code Available Few-Shot Named Entity Recognition: A Comprehensive Study Dec 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available Spatial Contrastive Learning for Few-Shot Classification Dec 26, 2020 Classification Contrastive Learning
Code Code Available Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition Dec 24, 2020 Few-Shot Learning Open Set Learning
Code Code Available On Episodes, Prototypical Networks, and Few-shot Learning Dec 17, 2020 Few-Shot Learning
Code Code Available Iterative label cleaning for transductive and semi-supervised few-shot learning Dec 14, 2020 Few-Shot Learning
Code Code Available Extended Few-Shot Learning: Exploiting Existing Resources for Novel Tasks Dec 13, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Fine-grained Angular Contrastive Learning with Coarse Labels Dec 7, 2020 Contrastive Learning Few-Shot Learning
Code Code Available Few-Shot Classification with Feature Map Reconstruction Networks Dec 2, 2020 Classification Cross-Domain Few-Shot
Code Code Available Information Maximization for Few-Shot Learning Dec 1, 2020 Few-Shot Learning Meta-Learning
Code Code Available TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content Matching Dec 1, 2020 Few-Shot Learning Language Modeling
Code Code Available BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification Nov 29, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available IFSS-Net: Interactive Few-Shot Siamese Network for Faster Muscle Segmentation and Propagation in Volumetric Ultrasound Nov 26, 2020 Decoder Few-Shot Learning
Code Code Available How Well Do Self-Supervised Models Transfer? Nov 26, 2020 Classifier calibration Few-Shot Learning
Code Code Available Match Them Up: Visually Explainable Few-shot Image Classification Nov 25, 2020 Classification Few-Shot Image Classification
Code Code Available Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization Nov 4, 2020 Few-Shot Learning
Code Code Available Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Nov 3, 2020 Contrastive Learning Data Augmentation
Code Code Available CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search Nov 3, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Meta-Learning with Adaptive Hyperparameters Oct 31, 2020 Few-Shot Learning Meta-Learning
Code Code Available Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available Few-shot Decoding of Brain Activation Maps Oct 23, 2020 Few-Shot Learning Meta-Learning
Code Code Available Restoring Negative Information in Few-Shot Object Detection Oct 22, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Self-training for Few-shot Transfer Across Extreme Task Differences Oct 15, 2020 Few-Shot Learning Transfer Learning
Code Code Available The Tatoeba Translation Challenge -- Realistic Data Sets for Low Resource and Multilingual MT Oct 13, 2020 Few-Shot Learning Machine Translation
Code Code Available Cross-Domain Few-Shot Learning by Representation Fusion Oct 13, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Self-training Improves Pre-training for Natural Language Understanding Oct 5, 2020 Data Augmentation Few-Shot Learning
Code Code Available Self-Supervised Few-Shot Learning on Point Clouds Sep 29, 2020 Few-Shot 3D Point Cloud Classification Few-Shot Learning
Code Code Available Interventional Few-Shot Learning Sep 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Vector Projection Network for Few-shot Slot Tagging in Natural Language Understanding Sep 21, 2020 Few-Shot Learning Natural Language Understanding
Code Code Available Few-Shot Unsupervised Continual Learning through Meta-Examples Sep 17, 2020 Clustering Continual Learning
Code Code Available 'Less Than One'-Shot Learning: Learning N Classes From M<N Samples Sep 17, 2020 Few-Shot Learning One-Shot Learning
Code Code Available Synbols: Probing Learning Algorithms with Synthetic Datasets Sep 14, 2020 Active Learning Few-Shot Learning
Code Code Available Few-shot Learning with LSSVM Base Learner and Transductive Modules Sep 12, 2020 Few-Shot Learning Meta-Learning
Code Code Available Prototype Completion with Primitive Knowledge for Few-Shot Learning Sep 10, 2020 Attribute Few-Shot Learning
Code Code Available Region Comparison Network for Interpretable Few-shot Image Classification Sep 8, 2020 Classification Few-Shot Image Classification
Code Code Available GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Sep 4, 2020 Classification Clustering
Code Code Available Transductive Information Maximization For Few-Shot Learning Aug 25, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Example-Based Named Entity Recognition Aug 24, 2020 Few-Shot Learning named-entity-recognition
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