Neural Stored-program Memory May 25, 2019 continual few-shot learning Few-Shot Learning
Code Code Available Learning to learn via Self-Critique May 24, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-GNN: On Few-shot Node Classification in Graph Meta-learning May 23, 2019 Few-Shot Learning General Classification
Code Code Available A Neural-Symbolic Architecture for Inverse Graphics Improved by Lifelong Meta-Learning May 22, 2019 Few-Shot Learning Meta-Learning
Code Code Available Alpha MAML: Adaptive Model-Agnostic Meta-Learning May 17, 2019 Few-Shot Learning General Classification
— Unverified Prototypical Bregman Networks May 16, 2019 Computational Efficiency Few-Shot Learning
— Unverified TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning May 16, 2019 Few-Shot Learning Meta-Learning
Code Code Available LGM-Net: Learning to Generate Matching Networks for Few-Shot Learning May 15, 2019 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning with Embedded Class Models and Shot-Free Meta Training May 10, 2019 Few-Shot Learning Metric Learning
— Unverified Prototype Propagation Networks (PPN) for Weakly-supervised Few-shot Learning on Category Graph May 10, 2019 Few-Shot Learning General Classification
Code Code Available Edge-labeling Graph Neural Network for Few-shot Learning May 4, 2019 Clustering Few-Shot Image Classification
Code Code Available Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning May 3, 2019 Classification Denoising
Code Code Available Projective Subspace Networks For Few-Shot Learning May 1, 2019 Few-Shot Learning General Classification
— Unverified Graph Transformer May 1, 2019 Few-Shot Learning General Classification
— Unverified Learning to Learn with Conditional Class Dependencies May 1, 2019 Few-Shot Learning Meta-Learning
— Unverified MahiNet: A Neural Network for Many-Class Few-Shot Learning with Class Hierarchy May 1, 2019 Few-Shot Learning General Classification
— Unverified Amortized Bayesian Meta-Learning May 1, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Meta-Learning with Domain Adaptation for Few-Shot Learning under Domain Shift May 1, 2019 Domain Adaptation Few-Shot Learning
— Unverified Few-shot Classification on Graphs with Structural Regularized GCNs May 1, 2019 Classification Few-Shot Learning
— Unverified Curvature: A signature for Action Recognition in Video Sequences Apr 30, 2019 Action Recognition Few-Shot Learning
— Unverified Learning to Find Common Objects Across Few Image Collections Apr 29, 2019 Few-Shot Learning Object
Code Code Available Learning Meta Model for Zero- and Few-shot Face Anti-spoofing Apr 29, 2019 Face Anti-Spoofing Face Recognition
— Unverified Few-Shot NLG with Pre-Trained Language Model Apr 21, 2019 Few-Shot Learning Language Modeling
Code Code Available Hierarchical Meta Learning Apr 19, 2019 Few-Shot Learning Meta-Learning
— Unverified Few Shot Speaker Recognition using Deep Neural Networks Apr 17, 2019 Few-Shot Learning Speaker Recognition
— Unverified An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Apr 17, 2019 Few-Shot Learning Meta-Learning
Code Code Available TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning Apr 11, 2019 Attribute Few-Shot Learning
Code Code Available Synthetic Examples Improve Generalization for Rare Classes Apr 11, 2019 Few-Shot Learning Self-Driving Cars
— Unverified Generalizing from a Few Examples: A Survey on Few-Shot Learning Apr 10, 2019 BIG-bench Machine Learning Few-Shot Learning
Code Code Available Few-Shot Learning with Localization in Realistic Settings Apr 9, 2019 Few-Shot Learning Meta-Learning
Code Code Available Semi-Supervised Few-Shot Learning for Dual Question-Answer Extraction Apr 8, 2019 Clustering Few-Shot Learning
— Unverified L2AE-D: Learning to Aggregate Embeddings for Few-shot Learning with Meta-level Dropout Apr 8, 2019 Few-Shot Learning Meta-Learning
— Unverified Few-Shot Learning via Saliency-guided Hallucination of Samples Apr 6, 2019 Few-Shot Learning Hallucination
— Unverified A Hybrid Approach with Optimization and Metric-based Meta-Learner for Few-Shot Learning Apr 4, 2019 Few-Shot Learning General Classification
— Unverified Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Mar 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available Few-Shot Regression via Learned Basis Functions Mar 25, 2019 Few-Shot Learning Meta-Learning
— Unverified Learning from Adversarial Features for Few-Shot Classification Mar 25, 2019 Classification Few-Shot Learning
— Unverified Few-Shot Learning-Based Human Activity Recognition Mar 25, 2019 Activity Recognition Few-Shot Learning
— Unverified f-VAEGAN-D2: A Feature Generating Framework for Any-Shot Learning Mar 25, 2019 Data Augmentation Few-Shot Learning
— Unverified Multi-Class Few Shot Learning Task and Controllable Environment Mar 24, 2019 Classification Few-Shot Learning
— Unverified Cross-Linked Variational Autoencoders for Generalized Zero-Shot Learning Mar 24, 2019 Few-Shot Learning Generalized Zero-Shot Learning
— Unverified Learning To Avoid Negative Transfer in Few Shot Transfer Learning Mar 24, 2019 Few-Shot Learning Natural Language Inference
— Unverified Dense Classification and Implanting for Few-Shot Learning Mar 12, 2019 Classification Few-Shot Learning
— Unverified GOGGLES: Automatic Image Labeling with Affinity Coding Mar 11, 2019 Few-Shot Learning
Code Code Available Interpreting and Understanding Graph Convolutional Neural Network using Gradient-based Attribution Method Mar 9, 2019 Few-Shot Learning Node Classification
— Unverified CANet: Class-Agnostic Segmentation Networks with Iterative Refinement and Attentive Few-Shot Learning Mar 6, 2019 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Reproducibility and Stability Analysis in Metric-Based Few-Shot Learning Mar 6, 2019 Few-Shot Learning
— Unverified Semi-Supervised Few-Shot Learning with Prototypical Random Walks Mar 6, 2019 Few-Shot Learning
Code Code Available Unsupervised Attention Mechanism across Neural Network Layers Feb 27, 2019 Few-Shot Learning Image Classification
Code Code Available 