Brain-inspired global-local learning incorporated with neuromorphic computing Jun 5, 2020 Continual Learning Few-Shot Learning
— Unverified Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available Fast visual grounding in interaction: bringing few-shot learning with neural networks to an interactive robot Jun 1, 2020 Few-Shot Learning Transfer Learning
— Unverified Few-Shot Pill Recognition Jun 1, 2020 Few-Shot Learning
— Unverified METAL: Minimum Effort Temporal Activity Localization in Untrimmed Videos Jun 1, 2020 Few-Shot Learning Relation Network
— Unverified Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Inflated Episodic Memory With Region Self-Attention for Long-Tailed Visual Recognition Jun 1, 2020 Few-Shot Learning Long-tail Learning
— Unverified Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available Few-Shot Learning of Part-Specific Probability Space for 3D Shape Segmentation Jun 1, 2020 Few-Shot Learning MORPH
— Unverified Shoestring: Graph-Based Semi-Supervised Classification With Severely Limited Labeled Data Jun 1, 2020 Classification Clustering
— Unverified Towards Context-Agnostic Learning Using Synthetic Data May 29, 2020 Few-Shot Learning image-classification
Code Code Available High-order structure preserving graph neural network for few-shot learning May 29, 2020 Few-Shot Learning Graph Neural Network
Code Code Available Language Models are Few-Shot Learners May 28, 2020 answerability prediction Articles
Code Code Available Boosting Few-Shot Learning With Adaptive Margin Loss May 28, 2020 Few-Shot Image Classification Few-Shot Learning
— Unverified Looking back to lower-level information in few-shot learning May 27, 2020 Few-Shot Learning Meta-Learning
— Unverified SSM-Net for Plants Disease Identification in Low Data Regime May 27, 2020 Few-Shot Learning Transfer Learning
Code Code Available Pay Attention to What You Read: Non-recurrent Handwritten Text-Line Recognition May 26, 2020 Few-Shot Learning Handwriting Recognition
— Unverified Fine-Grain Few-Shot Vision via Domain Knowledge as Hyperspherical Priors May 23, 2020 Classification Few-Shot Learning
— Unverified One of these (Few) Things is Not Like the Others May 22, 2020 Benchmarking Few-Shot Learning
— Unverified Cross-Domain Few-Shot Learning with Meta Fine-Tuning May 21, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Prototypical Q Networks for Automatic Conversational Diagnosis and Few-Shot New Disease Adaption May 19, 2020 Deep Reinforcement Learning Few-Shot Learning
— Unverified Large Margin Mechanism and Pseudo Query Set on Cross-Domain Few-Shot Learning May 19, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification May 18, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified 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 Dynamic Memory Induction Networks for Few-Shot Text Classification May 12, 2020 Classification Few-Shot Learning
— Unverified Compositional Few-Shot Recognition with Primitive Discovery and Enhancing May 12, 2020 Few-Shot Image Classification Few-Shot Learning
— Unverified AdaDurIAN: Few-shot Adaptation for Neural Text-to-Speech with DurIAN May 12, 2020 Few-Shot Learning text-to-speech
— Unverified 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 Supervision and Source Domain Impact on Representation Learning: A Histopathology Case Study May 10, 2020 Dimensionality Reduction Domain Generalization
Code Code Available A Comparison of Few-Shot Learning Methods for Underwater Optical and Sonar Image Classification May 10, 2020 Few-Shot Learning General Classification
— Unverified Memory-Augmented Relation Network for Few-Shot Learning May 9, 2020 Few-Shot Learning Metric Learning
— Unverified 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 Gradual Relation Network: Decoding Intuitive Upper Extremity Movement Imaginations Based on Few-Shot EEG Learning May 6, 2020 Brain Computer Interface EEG
— Unverified Incremental Few-Shot Object Detection for Robotics May 6, 2020 Classification Continual Learning
— Unverified Generalized Reinforcement Meta Learning for Few-Shot Optimization May 4, 2020 Decoder Few-Shot Learning
— Unverified Self-Training with Improved Regularization for Sample-Efficient Chest X-Ray Classification May 3, 2020 Data Augmentation Diagnostic
— Unverified 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 Zero-Shot Learning and its Applications from Autonomous Vehicles to COVID-19 Diagnosis: A Review Apr 29, 2020 Autonomous Vehicles COVID-19 Diagnosis
— Unverified 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 MICK: A Meta-Learning Framework for Few-shot Relation Classification with Small Training Data Apr 26, 2020 Classification Few-Shot Learning
— Unverified Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol Apr 23, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Learning to Classify Intents and Slot Labels Given a Handful of Examples Apr 22, 2020 Few-Shot Learning Goal-Oriented Dialogue Systems
— Unverified Alleviating the Incompatibility between Cross Entropy Loss and Episode Training for Few-shot Skin Disease Classification Apr 21, 2020 Few-Shot Learning General Classification
— Unverified TAEN: Temporal Aware Embedding Network for Few-Shot Action Recognition Apr 21, 2020 3D Face Reconstruction Action Detection
— Unverified A Comprehensive Overview and Survey of Recent Advances in Meta-Learning Apr 17, 2020 BIG-bench Machine Learning Deep Learning
— Unverified 