Neural Similarity Learning Oct 28, 2019 Few-Shot Learning
Code Code Available Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data Oct 28, 2019 Classification Few-Shot Learning
Code Code Available AMP0: Species-Specific Prediction of Anti-microbial Peptides using Zero and Few Shot Learning Oct 28, 2019 Few-Shot Learning
— Unverified Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Oct 25, 2019 Event Detection Event Extraction
Code Code Available Texture Bias Of CNNs Limits Few-Shot Classification Performance Oct 18, 2019 Classification Few-Shot Learning
— Unverified Face Behavior a la carte: Expressions, Affect and Action Units in a Single Network Oct 15, 2019 Emotion Recognition Few-Shot Learning
— Unverified On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor Oct 11, 2019 Few-Shot Learning Transfer Learning
— Unverified When Does Self-supervision Improve Few-shot Learning? Oct 8, 2019 Few-Shot Learning Meta-Learning
Code Code Available Semi Few-Shot Attribute Translation Oct 8, 2019 Attribute Few-Shot Learning
— Unverified Compositional Generalization for Primitive Substitutions Oct 7, 2019 Few-Shot Learning Machine Translation
Code Code Available Graph Few-shot Learning via Knowledge Transfer Oct 7, 2019 Few-Shot Learning General Classification
Code Code Available Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning Oct 5, 2019 Few-Shot Learning Meta-Learning
— Unverified Few-Shot Abstract Visual Reasoning With Spectral Features Oct 4, 2019 Few-Shot Learning Visual Reasoning
— Unverified Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks Oct 3, 2019 Dialogue Generation Few-Shot Learning
— Unverified Adversarially Robust Few-Shot Learning: A Meta-Learning Approach Oct 2, 2019 Classification Few-Shot Image Classification
Code Code Available Revisiting Fine-tuning for Few-shot Learning Oct 1, 2019 Category-Agnostic Pose Estimation Few-Shot Learning
— Unverified SILCO: Show a Few Images, Localize the Common Object Oct 1, 2019 Few-Shot Learning
— Unverified Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models Oct 1, 2019 Few-Shot Learning Form
— Unverified Graph convolutional networks for learning with few clean and many noisy labels Oct 1, 2019 Few-Shot Learning General Classification
Code Code Available Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning Oct 1, 2019 Few-Shot Learning Metric Learning
Code Code Available Meta-Learning to Detect Rare Objects Oct 1, 2019 Few-Shot Learning Few-Shot Object Detection
— Unverified Variational Few-Shot Learning Oct 1, 2019 Few-Shot Learning Metric Learning
— Unverified Meta-learning algorithms for Few-Shot Computer Vision Sep 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning Sep 28, 2019 Few-Shot Learning Few-Shot Object Detection
— Unverified BEAN: Interpretable Representation Learning with Biologically-Enhanced Artificial Neuronal Assembly Regularization Sep 27, 2019 Few-Shot Learning Representation Learning
— Unverified RLBench: The Robot Learning Benchmark & Learning Environment Sep 26, 2019 Few-Shot Learning Imitation Learning
Code Code Available Are Few-shot Learning Benchmarks Too Simple ? Sep 25, 2019 Classification Few-Shot Learning
— Unverified Decoder Choice Network for Meta-Learning Sep 25, 2019 Decoder Ensemble Learning
Code Code Available Meta-Learning with Network Pruning for Overfitting Reduction Sep 25, 2019 Few-Shot Learning Meta-Learning
— Unverified Semi-Supervised Few-Shot Learning with a Controlled Degree of Task-Adaptive Conditioning Sep 25, 2019 Clustering Few-Shot Learning
— Unverified Fast Task Adaptation for Few-Shot Learning Sep 25, 2019 Few-Shot Learning
— Unverified Meta-Learning by Hallucinating Useful Examples Sep 25, 2019 Few-Shot Learning Hallucination
— 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 Few-Shot Regression via Learning Sparsifying Basis Functions Sep 25, 2019 Few-Shot Learning Meta-Learning
— Unverified A Theoretical Analysis of the Number of Shots in Few-Shot Learning 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 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 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 A Baseline for Few-Shot Image Classification Sep 6, 2019 Classification Few-Shot Image Classification
Code Code Available Efficient Automatic Meta Optimization Search for Few-Shot Learning Sep 6, 2019 Few-Shot Learning GPU
— Unverified 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 