Interpolating Convolutional Neural Networks Using Batch Normalization Sep 1, 2018 Few-Shot Learning Style Transfer
— Unverified Neural Graph Matching Networks for Fewshot 3D Action Recognition Sep 1, 2018 3D Action Recognition Action Recognition
— Unverified Open Set Chinese Character Recognition using Multi-typed Attributes Aug 27, 2018 Attribute Few-Shot Learning
— Unverified Few Shot Learning with Simplex Jul 27, 2018 Few-Shot Learning
— Unverified Few-Shot Adaptation for Multimedia Semantic Indexing Jul 19, 2018 Few-Shot Learning parameter estimation
— Unverified Large Margin Few-Shot Learning Jul 8, 2018 Few-Shot Learning General Classification
— Unverified Attention-based Few-Shot Person Re-identification Using Meta Learning Jun 24, 2018 Few-Shot Learning Meta-Learning
— Unverified Uncertainty in Multitask Transfer Learning Jun 20, 2018 Few-Shot Learning Transfer Learning
— Unverified Bilevel Programming for Hyperparameter Optimization and Meta-Learning Jun 13, 2018 Few-Shot Learning Hyperparameter Optimization
— Unverified Delta-encoder: an effective sample synthesis method for few-shot object recognition Jun 12, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Probabilistic Model-Agnostic Meta-Learning Jun 7, 2018 Active Learning Few-Shot Image Classification
— Unverified Deep Mixture of Experts via Shallow Embedding Jun 5, 2018 Few-Shot Learning Meta-Learning
Code Code Available Meta-Learner with Linear Nulling Jun 4, 2018 Classification Few-Shot Learning
— Unverified EMR Coding with Semi-Parametric Multi-Head Matching Networks Jun 1, 2018 Few-Shot Learning General Classification
— Unverified Object-Level Representation Learning for Few-Shot Image Classification May 28, 2018 Classification Few-Shot Image Classification
— Unverified Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning May 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning Probabilistic Inference For Prediction May 24, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available TADAM: Task dependent adaptive metric for improved few-shot learning May 23, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Affinity Network Fusion and Semi-supervised Learning for Cancer Patient Clustering May 22, 2018 Clustering Few-Shot Learning
— Unverified AffinityNet: semi-supervised few-shot learning for disease type prediction May 22, 2018 Deep Learning Few-Shot Learning
Code Code Available Adapted Deep Embeddings: A Synthesis of Methods for k-Shot Inductive Transfer Learning May 22, 2018 Few-Shot Learning Metric Learning
Code Code Available AgileNet: Lightweight Dictionary-based Few-shot Learning May 21, 2018 Few-Shot Learning
— Unverified Task-Agnostic Meta-Learning for Few-shot Learning May 20, 2018 Classification Few-Shot Learning
— Unverified Diverse Few-Shot Text Classification with Multiple Metrics May 19, 2018 Classification Few-Shot Learning
Code Code Available Siamese Capsule Networks May 18, 2018 Face Verification Few-Shot Learning
— Unverified Resisting Large Data Variations via Introspective Transformation Network May 16, 2018 Data Augmentation Few-Shot Learning
— Unverified Piecewise classifier mappings: Learning fine-grained learners for novel categories with few examples May 11, 2018 Few-Shot Learning Fine-Grained Image Recognition
Code Code Available Dropping Networks for Transfer Learning Apr 23, 2018 Few-Shot Learning Natural Language Inference
— Unverified Gotta Learn Fast: A New Benchmark for Generalization in RL Apr 10, 2018 Few-Shot Learning reinforcement-learning
Code Code Available Few-Shot Text Classification with Pre-Trained Word Embeddings and a Human in the Loop Apr 5, 2018 Few-Shot Learning Few-Shot Text Classification
Code Code Available Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery Mar 26, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available BRUNO: A Deep Recurrent Model for Exchangeable Data Feb 21, 2018 Anomaly Detection Bayesian Inference
Code Code Available Learning Deep Disentangled Embeddings with the F-Statistic Loss Feb 14, 2018 Few-Shot Learning
Code Code Available Few-Shot Learning with Metric-Agnostic Conditional Embeddings Feb 12, 2018 Few-Shot Learning General Classification
— Unverified Deep Meta-Learning: Learning to Learn in the Concept Space Feb 10, 2018 Few-Shot Learning Meta-Learning
— Unverified Few-shot learning of neural networks from scratch by pseudo example optimization Feb 8, 2018 Few-Shot Learning Knowledge Distillation
— Unverified Museum Exhibit Identification Challenge for Domain Adaptation and Beyond Feb 4, 2018 Domain Adaptation Few-Shot Learning
— Unverified One-shot and few-shot learning of word embeddings Jan 1, 2018 Few-Shot Learning Sentence
— Unverified Make SVM great again with Siamese kernel for few-shot learning Jan 1, 2018 Few-Shot Learning General Classification
Code Code Available Few-Shot Learning with Graph Neural Networks Jan 1, 2018 Active Learning Few-Shot Learning
Code Code Available Unleashing the Potential of CNNs for Interpretable Few-Shot Learning Jan 1, 2018 Few-Shot Learning
— Unverified A Bridge Between Hyperparameter Optimization and Learning-to-learn Dec 18, 2017 Few-Shot Learning Hyperparameter Optimization
Code Code Available Semi-Supervised and Active Few-Shot Learning with Prototypical Networks Nov 29, 2017 Clustering Few-Shot Learning
— Unverified Few-shot Learning by Exploiting Visual Concepts within CNNs Nov 22, 2017 Few-Shot Learning
— Unverified Zero-Shot Learning via Class-Conditioned Deep Generative Models Nov 15, 2017 Few-Shot Learning Zero-Shot Learning
— Unverified Data Augmentation Generative Adversarial Networks Nov 12, 2017 Data Augmentation Few-Shot Learning
Code Code Available Few-Shot Learning with Graph Neural Networks Nov 10, 2017 Active Learning Cross-Domain Few-Shot
Code Code Available Few-Shot Adversarial Domain Adaptation Nov 5, 2017 Domain Adaptation Few-Shot Learning
— Unverified One-shot and few-shot learning of word embeddings Oct 27, 2017 Few-Shot Learning Sentence
— Unverified Neural Task Programming: Learning to Generalize Across Hierarchical Tasks Oct 4, 2017 Few-Shot Learning Program induction
Code Code Available 