Assume, Augment and Learn: Unsupervised Few-Shot Meta-Learning via Random Labels and Data Augmentation Feb 26, 2019 Data Augmentation Few-Shot Learning
— Unverified LaSO: Label-Set Operations networks for multi-label few-shot learning Feb 26, 2019 Data Augmentation Few-Shot Learning
Code Code Available Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Feb 25, 2019 Cross-lingual zero-shot dependency parsing Dependency Parsing
Code Code Available Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-Time Feb 22, 2019 Clustering Few-Shot Learning
Code Code Available Adaptive Cross-Modal Few-Shot Learning Feb 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Infinite Mixture Prototypes for Few-Shot Learning Feb 12, 2019 Clustering Few-Shot Learning
— Unverified Meta-Curvature Feb 9, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Adaptive Posterior Learning: few-shot learning with a surprise-based memory module Feb 7, 2019 Decoder Few-Shot Learning
Code Code Available Centroid-based deep metric learning for speaker recognition Feb 6, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Massively Multilingual Transfer for NER Feb 1, 2019 Cross-Lingual Transfer Few-Shot Learning
Code Code Available tax2vec: Constructing Interpretable Features from Taxonomies for Short Text Classification Feb 1, 2019 Classification Few-Shot Learning
Code Code Available Few-shot Learning with Meta Metric Learners Jan 26, 2019 Few-Shot Learning Meta-Learning
— Unverified Learning Classifiers for Domain Adaptation, Zero and Few-Shot Recognition Based on Learning Latent Semantic Parts Jan 25, 2019 Attribute Domain Adaptation
— Unverified Sequential Skip Prediction with Few-shot in Streamed Music Contents Jan 24, 2019 Few-Shot Learning Meta-Learning
Code Code Available FIGR: Few-shot Image Generation with Reptile Jan 8, 2019 Few-Shot Learning Image Generation
Code Code Available Low-Shot Learning from Imaginary 3D Model Jan 4, 2019 Few-Shot Learning model
— Unverified An Investigation of Few-Shot Learning in Spoken Term Classification Dec 26, 2018 Few-Shot Learning General Classification
Code Code Available Meta Architecture Search Dec 22, 2018 Bayesian Inference Few-Shot Learning
Code Code Available Learning Compositional Representations for Few-Shot Recognition Dec 21, 2018 Attribute Deep Learning
— Unverified Reconciling meta-learning and continual learning with online mixtures of tasks Dec 14, 2018 Continual Learning Few-Shot Learning
— Unverified Prior-Knowledge and Attention-based Meta-Learning for Few-Shot Learning Dec 11, 2018 Few-Shot Learning Meta-Learning
— Unverified The effects of negative adaptation in Model-Agnostic Meta-Learning Dec 5, 2018 Few-Shot Learning Meta-Learning
— Unverified Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Dec 5, 2018 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Cross-Modulation Networks for Few-Shot Learning Dec 1, 2018 Few-Shot Learning
— Unverified Adapted Deep Embeddings: A Synthesis of Methods for k-Shot Inductive Transfer Learning Dec 1, 2018 Few-Shot Learning Metric Learning
Code Code Available MetaGAN: An Adversarial Approach to Few-Shot Learning Dec 1, 2018 Classification Few-Shot Image Classification
— Unverified Unsupervised Meta-Learning For Few-Shot Image Classification Nov 28, 2018 Classification Few-Shot Image Classification
— Unverified IDD: A Dataset for Exploring Problems of Autonomous Navigation in Unconstrained Environments Nov 26, 2018 Autonomous Navigation Domain Adaptation
Code Code Available Self Paced Adversarial Training for Multimodal Few-shot Learning Nov 22, 2018 Few-Shot Learning Generative Adversarial Network
— Unverified Representation based and Attention augmented Meta learning Nov 19, 2018 Few-Shot Learning Meta-Learning
— Unverified RelationNet2: Deep Comparison Columns for Few-Shot Learning Nov 17, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot Learning for Named Entity Recognition in Medical Text Nov 13, 2018 Few-Shot Learning Medical Named Entity Recognition
Code Code Available Power Normalizing Second-order Similarity Network for Few-shot Learning Nov 10, 2018 Few-Shot Learning Scene Recognition
— Unverified Few-shot learning with attention-based sequence-to-sequence models Nov 8, 2018 Decoder Few-Shot Learning
— Unverified Class-Agnostic Counting Nov 1, 2018 Crowd Counting Few-Shot Learning
Code Code Available Gaussian Process Conditional Density Estimation Oct 30, 2018 Density Estimation Few-Shot Learning
— Unverified Learning Cross-Lingual Sentence Representations via a Multi-task Dual-Encoder Model Oct 30, 2018 Few-Shot Learning Language Modeling
— Unverified FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation Oct 24, 2018 Classification Few-Shot Learning
Code Code Available Transferrable Feature and Projection Learning with Class Hierarchy for Zero-Shot Learning Oct 19, 2018 Attribute Clustering
— Unverified Zero and Few Shot Learning with Semantic Feature Synthesis and Competitive Learning Oct 19, 2018 Attribute Few-Shot Learning
— Unverified Incremental Few-Shot Learning with Attention Attractor Networks Oct 16, 2018 Few-Shot Learning General Classification
Code Code Available Comparison-Based Convolutional Neural Networks for Cervical Cell/Clumps Detection in the Limited Data Scenario Oct 14, 2018 Cell Segmentation Few-Shot Learning
Code Code Available Task-Embedded Control Networks for Few-Shot Imitation Learning Oct 8, 2018 Few-Shot Imitation Learning Few-Shot Learning
Code Code Available Open-Ended Content-Style Recombination Via Leakage Filtering Sep 28, 2018 Few-Shot Learning Metric Learning
— Unverified Variadic Learning by Bayesian Nonparametric Deep Embedding Sep 27, 2018 Clustering Few-Shot Learning
— Unverified Hierarchy-based Image Embeddings for Semantic Image Retrieval Sep 26, 2018 Few-Shot Learning Image Retrieval
Code Code Available One-shot Learning for iEEG Seizure Detection Using End-to-end Binary Operations: Local Binary Patterns with Hyperdimensional Computing Sep 6, 2018 Few-Shot Learning One-Shot Learning
— Unverified Museum Exhibit Identification Challenge for the Supervised Domain Adaptation and Beyond Sep 1, 2018 Domain Adaptation Few-Shot Learning
— Unverified Dynamic Conditional Networks for Few-Shot Learning Sep 1, 2018 Face Generation Few-Shot Learning
— Unverified Few-Shot Human Motion Prediction via Meta-Learning Sep 1, 2018 Few-Shot Learning Human motion prediction
— Unverified 