Improving Few-shot Learning with Weakly-supervised Object Localization May 25, 2021 Few-Shot Learning Metric Learning
— Unverified Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling May 25, 2021 Few-Shot Learning Intent Detection
— Unverified Semi-Supervised Few-Shot Classification with Deep Invertible Hybrid Models May 22, 2021 Classification Few-Shot Learning
— Unverified Aligning Visual Prototypes with BERT Embeddings for Few-Shot Learning May 21, 2021 Cross-Lingual Word Embeddings Few-Shot Learning
— Unverified Compositional Fine-Grained Low-Shot Learning May 21, 2021 Attribute Diversity
— Unverified Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection May 20, 2021 Diversity Event Detection
— Unverified HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across Modalities May 17, 2021 Few-Shot Learning Meta-Learning
— Unverified Livewired Neural Networks: Making Neurons That Fire Together Wire Together May 17, 2021 Few-Shot Learning
— Unverified Semi-supervised Contrastive Learning with Similarity Co-calibration May 16, 2021 Contrastive Learning Few-Shot Learning
— Unverified Ensemble Making Few-Shot Learning Stronger May 12, 2021 Few-Shot Learning Relation
— Unverified Exploring the Similarity of Representations in Model-Agnostic Meta-Learning May 12, 2021 Few-Shot Learning Meta-Learning
Code Code Available Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study May 8, 2021 Action Unit Detection Attribute
— Unverified MetaKernel: Learning Variational Random Features with Limited Labels May 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? May 8, 2021 Dialogue State Tracking Few-Shot Learning
Code Code Available Few-Shot Learning for Image Classification of Common Flora May 7, 2021 Classification Few-Shot Image Classification
Code Code Available PEMNET: A Transfer Learning-based Modeling Approach of High-Temperature Polymer Electrolyte Membrane Electrochemical Systems May 7, 2021 Few-Shot Learning Transfer Learning
— Unverified Few-shot Partial Multi-view Learning May 5, 2021 Few-Shot Learning MULTI-VIEW LEARNING
— Unverified Local descriptor-based multi-prototype network for few-shot Learning May 5, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified How Fine-Tuning Allows for Effective Meta-Learning May 5, 2021 Few-Shot Learning Meta-Learning
— Unverified One Model to Rule them All: Towards Zero-Shot Learning for Databases May 3, 2021 All Few-Shot Learning
— Unverified A Deep Learning Framework for Lifelong Machine Learning May 1, 2021 BIG-bench Machine Learning Continual Learning
— Unverified Rich Semantics Improve Few-shot Learning Apr 26, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Demystification of Few-shot and One-shot Learning Apr 25, 2021 Few-Shot Learning One-Shot Learning
— Unverified Self-Supervised WiFi-Based Activity Recognition Apr 19, 2021 Activity Recognition Contrastive Learning
— Unverified Few-shot learning via tensor hallucination Apr 19, 2021 Data Augmentation Few-Shot Learning
Code Code Available Few-shot Learning for Topic Modeling Apr 19, 2021 Few-Shot Learning Topic Models
— Unverified Few-shot Continual Learning: a Brain-inspired Approach Apr 19, 2021 Continual Learning Few-Shot Learning
— Unverified Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Apr 18, 2021 Continual Learning Few-Shot Learning
Code Code Available Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes Apr 17, 2021 Classification Few-Shot Learning
— Unverified Multilingual and Cross-Lingual Intent Detection from Spoken Data Apr 17, 2021 Few-Shot Learning Intent Detection
— Unverified Pareto Self-Supervised Training for Few-Shot Learning Apr 16, 2021 Auxiliary Learning Few-Shot Learning
— Unverified Does language help generalization in vision models? Apr 16, 2021 Adversarial Robustness Clustering
Code Code Available Memorisation versus Generalisation in Pre-trained Language Models Apr 16, 2021 Few-Shot Learning Low Resource Named Entity Recognition
Code Code Available Embedding Adaptation is Still Needed for Few-Shot Learning Apr 15, 2021 Clustering Few-Shot Learning
— Unverified On Unifying Misinformation Detection Apr 12, 2021 Few-Shot Learning Misinformation
Code Code Available Contextual HyperNetworks for Novel Feature Adaptation Apr 12, 2021 Few-Shot Learning Imputation
— Unverified Few-shot Intent Classification and Slot Filling with Retrieved Examples Apr 12, 2021 Classification Few-Shot Learning
— Unverified Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing Apr 10, 2021 Dependency Parsing Few-Shot Learning
Code Code Available Reinforced Attention for Few-Shot Learning and Beyond Apr 9, 2021 Few-Shot Learning image-classification
— Unverified Towards Enabling Meta-Learning from Target Models Apr 8, 2021 Few-Shot Learning Inductive Bias
Code Code Available Few-Shot Action Recognition with Compromised Metric via Optimal Transport Apr 8, 2021 Action Recognition Few-Shot action recognition
— Unverified Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark Apr 6, 2021 Few-Shot Learning General Classification
— Unverified Efficient Personalized Speech Enhancement through Self-Supervised Learning Apr 5, 2021 Few-Shot Learning Model Compression
— Unverified Story Centaur: Large Language Model Few Shot Learning as a Creative Writing Tool Apr 1, 2021 Few-Shot Learning Language Modeling
— Unverified Modular Adaptation for Cross-Domain Few-Shot Learning Apr 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Federated Few-Shot Learning with Adversarial Learning Apr 1, 2021 Federated Learning Few-Shot Learning
— Unverified Towards Offensive Language Identification for Dravidian Languages Apr 1, 2021 Few-Shot Learning Language Identification
Code Code Available Few-shot learning through contextual data augmentation Mar 31, 2021 Data Augmentation Few-Shot Learning
Code Code Available Head2HeadFS: Video-based Head Reenactment with Few-shot Learning Mar 30, 2021 Few-Shot Learning Pose Transfer
— Unverified Explaining Representation by Mutual Information Mar 28, 2021 BIG-bench Machine Learning Few-Shot Learning
— Unverified 