Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning Aug 22, 2019 Fault Diagnosis Few-Shot Learning
Code Code Available When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Aug 22, 2019 Few-Shot Learning Few-Shot Text Classification
Code Code Available Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Memory-Based Neighbourhood Embedding for Visual Recognition Aug 14, 2019 Few-Shot Learning Image Retrieval
— Unverified Meta Reasoning over Knowledge Graphs Aug 13, 2019 Few-Shot Learning Knowledge Base Completion
— Unverified Low-Rank Pairwise Alignment Bilinear Network For Few-Shot Fine-Grained Image Classification Aug 4, 2019 Classification Few-Shot Learning
— Unverified Give It a Shot: Few-shot Learning to Normalize ADR Mentions in Social Media Posts Aug 1, 2019 Entity Linking Few-Shot Learning
— Unverified An Empirical Study of Batch Normalization and Group Normalization in Conditional Computation Jul 31, 2019 Conditional Image Generation Few-Shot Learning
— Unverified Few-Shot Meta-Denoising Jul 31, 2019 Denoising Few-Shot Learning
— Unverified Uncertainty in Model-Agnostic Meta-Learning using Variational Inference Jul 27, 2019 BIG-bench Machine Learning Classification
— Unverified Few-shot Learning for Domain-specific Fine-grained Image Classification Jul 23, 2019 Classification Few-Shot Learning
— Unverified Relational Generalized Few-Shot Learning Jul 22, 2019 Few-Shot Learning Generalized Few-Shot Learning
— Unverified Automatic detection of rare pathologies in fundus photographs using few-shot learning Jul 22, 2019 Few-Shot Learning One-Shot Learning
— Unverified Unsupervised Task Design to Meta-Train Medical Image Classifiers Jul 17, 2019 Classification Few-Shot Learning
— Unverified Composing Neural Learning and Symbolic Reasoning with an Application to Visual Discrimination Jul 12, 2019 Few-Shot Learning
Code Code Available Revisiting Metric Learning for Few-Shot Image Classification Jul 6, 2019 Classification Few-Shot Image Classification
— Unverified Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation Jul 1, 2019 Few-Shot Learning Few-Shot Semantic Segmentation
— Unverified Few-Shot Video Classification via Temporal Alignment Jun 27, 2019 Action Recognition Classification
— Unverified Few-Shot Sequence Labeling with Label Dependency Transfer and Pair-wise Embedding Jun 20, 2019 Few-Shot Learning named-entity-recognition
— Unverified Boosting Supervision with Self-Supervision for Few-shot Learning Jun 17, 2019 Few-Shot Learning Self-Supervised Learning
— Unverified Learning to Forget for Meta-Learning Jun 13, 2019 Few-Shot Learning Meta-Learning
Code Code Available Interpretable Few-Shot Learning via Linear Distillation Jun 13, 2019 Few-Shot Learning regression
— Unverified Learning Predicates as Functions to Enable Few-shot Scene Graph Prediction Jun 12, 2019 Few-Shot Learning Graph Generation
— Unverified Boosting Few-Shot Visual Learning with Self-Supervision Jun 12, 2019 Few-Shot Learning Self-Supervised Learning
Code Code Available Weakly-supervised Compositional FeatureAggregation for Few-shot Recognition Jun 11, 2019 Action Recognition Few-Shot Image Classification
— Unverified Few-Shot Point Cloud Region Annotation with Human in the Loop Jun 11, 2019 Few-Shot Learning
Code Code Available Few-Shot Learning with Per-Sample Rich Supervision Jun 10, 2019 Few-Shot Learning General Classification
— Unverified Progressive Cluster Purification for Transductive Few-shot Learning Jun 10, 2019 Few-Shot Learning General Classification
— Unverified Coloring With Limited Data: Few-Shot Colorization via Memory-Augmented Networks Jun 9, 2019 Colorization Few-Shot Learning
Code Code Available Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Jun 7, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Evolving Losses for Unlabeled Video Representation Learning Jun 7, 2019 Few-Shot Learning Multi-Task Learning
— Unverified Adaptive Gradient-Based Meta-Learning Methods Jun 6, 2019 Federated Learning Few-Shot Learning
Code Code Available Baby steps towards few-shot learning with multiple semantics Jun 5, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Discriminative Few-Shot Learning Based on Directional Statistics Jun 5, 2019 Few-Shot Learning General Classification
— Unverified Active Object Manipulation Facilitates Visual Object Learning: An Egocentric Vision Study Jun 4, 2019 Few-Shot Learning Object
— Unverified Sequential Scenario-Specific Meta Learner for Online Recommendation Jun 2, 2019 Few-Shot Learning Meta-Learning
Code Code Available Incremental Few-Shot Learning for Pedestrian Attribute Recognition Jun 2, 2019 Attribute Few-Shot Learning
— Unverified Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks Jun 1, 2019 Colorization Few-Shot Learning
Code Code Available Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Jun 1, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Task Agnostic Meta-Learning for Few-Shot Learning Jun 1, 2019 Few-Shot Learning General Classification
— Unverified Semantic Projection Network for Zero- and Few-Label Semantic Segmentation Jun 1, 2019 Few-Shot Learning Image Segmentation
Code Code Available Large-Scale Few-Shot Learning: Knowledge Transfer With Class Hierarchy Jun 1, 2019 Few-Shot Learning Transfer Learning
Code Code Available Spot and Learn: A Maximum-Entropy Patch Sampler for Few-Shot Image Classification Jun 1, 2019 Data Augmentation Few-Shot Image Classification
— Unverified Second-order contexts from lexical substitutes for few-shot learning of word representations Jun 1, 2019 Few-Shot Learning Sentence
— Unverified Regression Networks for Meta-Learning Few-Shot Classification May 31, 2019 Classification Few-Shot Learning
Code Code Available Adaptive Deep Kernel Learning May 28, 2019 Benchmarking Drug Discovery
— Unverified Dataset2Vec: Learning Dataset Meta-Features May 27, 2019 Auxiliary Learning Few-Shot Learning
Code Code Available A Plug-in Method for Representation Factorization in Connectionist Models May 27, 2019 Few-Shot Learning Image-to-Image Translation
Code Code Available Finding Task-Relevant Features for Few-Shot Learning by Category Traversal May 27, 2019 Few-Shot Learning Metric Learning
Code Code Available Constellation Loss: Improving the efficiency of deep metric learning loss functions for optimal embedding May 25, 2019 Few-Shot Learning Metric Learning
— Unverified 