Semi-Supervised Few-Shot Learning with a Controlled Degree of Task-Adaptive Conditioning Sep 25, 2019 Clustering Few-Shot Learning
— Unverified Meta-Learning by Hallucinating Useful Examples Sep 25, 2019 Few-Shot Learning Hallucination
— Unverified Fast Task Adaptation for Few-Shot Learning Sep 25, 2019 Few-Shot Learning
— Unverified Few-shot Learning by Focusing on Differences Sep 25, 2019 Classification Few-Shot Learning
— Unverified Unsupervised Few Shot Learning via Self-supervised Training Sep 25, 2019 Few-Shot Learning Person Re-Identification
— Unverified Meta-Learning with Network Pruning for Overfitting Reduction Sep 25, 2019 Few-Shot Learning Meta-Learning
— Unverified Few-Shot Regression via Learning Sparsifying Basis Functions Sep 25, 2019 Few-Shot Learning Meta-Learning
— Unverified Are Few-shot Learning Benchmarks Too Simple ? Sep 25, 2019 Classification Few-Shot Learning
— Unverified Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion Sep 25, 2019 Few-Shot Learning Knowledge Graph Completion
Code Code Available A Theoretical Analysis of the Number of Shots in Few-Shot Learning Sep 25, 2019 Classification Few-Shot Learning
— Unverified Decoder Choice Network for Meta-Learning Sep 25, 2019 Decoder Ensemble Learning
Code Code Available Stochastic Prototype Embeddings Sep 25, 2019 Few-Shot Learning open-set classification
— Unverified Teaching Pretrained Models with Commonsense Reasoning: A Preliminary KB-Based Approach Sep 20, 2019 Few-Shot Learning Logical Reasoning
— Unverified Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Sep 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available ProtoGAN: Towards Few Shot Learning for Action Recognition Sep 17, 2019 Action Recognition Few-Shot Learning
— Unverified Metric-Based Few-Shot Learning for Video Action Recognition Sep 14, 2019 Action Recognition Few-Shot Learning
— Unverified Differentially Private Meta-Learning Sep 12, 2019 Federated Learning Few-Shot Learning
— Unverified Domain-Agnostic Few-Shot Classification by Learning Disparate Modulators Sep 11, 2019 Classification Diversity
— Unverified Learning to Propagate for Graph Meta-Learning Sep 11, 2019 Dataset Generation Few-Shot Image Classification
Code Code Available PARN: Position-Aware Relation Networks for Few-Shot Learning Sep 10, 2019 Few-Shot Learning Position
Code Code Available Meta-Learning with Implicit Gradients Sep 10, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Efficient Automatic Meta Optimization Search for Few-Shot Learning Sep 6, 2019 Few-Shot Learning GPU
— Unverified A Baseline for Few-Shot Image Classification Sep 6, 2019 Classification Few-Shot Image Classification
Code Code Available Meta-Learning with Warped Gradient Descent Aug 30, 2019 Few-Shot Learning Inductive Bias
Code Code Available TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning Aug 30, 2019 Few-Shot Learning Graph Attention
Code Code Available Few-shot Learning with Deep Triplet Networks for Brain Imaging Modality Recognition Aug 27, 2019 Few-Shot Learning Triplet
— Unverified 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 Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning Aug 22, 2019 Fault Diagnosis Few-Shot Learning
Code Code Available Memory-Based Neighbourhood Embedding for Visual Recognition Aug 14, 2019 Few-Shot Learning Image Retrieval
— Unverified Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 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 Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 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 Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available 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 