Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images May 25, 2021 Few-Shot Learning Inductive Bias
— Unverified Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available Improving Few-shot Learning with Weakly-supervised Object Localization May 25, 2021 Few-Shot Learning Metric Learning
— Unverified True Few-Shot Learning with Language Models May 24, 2021 Few-Shot Learning Model Selection
Code Code Available 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 Intriguing Properties of Vision Transformers May 21, 2021 Few-Shot Learning Semantic Segmentation
Code Code Available Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection May 20, 2021 Diversity Event Detection
— Unverified Livewired Neural Networks: Making Neurons That Fire Together Wire Together May 17, 2021 Few-Shot Learning
— Unverified HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across Modalities May 17, 2021 Few-Shot Learning Meta-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 Representation Learning via Global Temporal Alignment and Cycle-Consistency May 11, 2021 Action Classification Dynamic Time Warping
Code Code Available Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available Learning Implicit Temporal Alignment for Few-shot Video Classification May 11, 2021 Action Recognition In Videos Classification
Code Code Available Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study May 8, 2021 Action Unit Detection Attribute
— Unverified 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 MetaKernel: Learning Variational Random Features with Limited Labels May 8, 2021 Few-Shot Image Classification Few-Shot Learning
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 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Few-Shot Learning for Image Classification of Common Flora May 7, 2021 Classification Few-Shot Image Classification
Code Code Available Local descriptor-based multi-prototype network for few-shot Learning May 5, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Few-shot Partial Multi-view Learning May 5, 2021 Few-Shot Learning MULTI-VIEW 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 Few-Shot Video Object Detection Apr 30, 2021 Diversity Few-Shot Learning
Code Code Available Entailment as Few-Shot Learner Apr 29, 2021 Contrastive Learning Data Augmentation
Code Code Available UVStyle-Net: Unsupervised Few-shot Learning of 3D Style Similarity Measure for B-Reps Apr 28, 2021 Computational Efficiency Few-Shot Learning
Code Code Available Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion Apr 27, 2021 Few-Shot Learning Knowledge Graph Completion
Code Code Available Non-Parametric Few-Shot Learning for Word Sense Disambiguation Apr 26, 2021 Few-Shot Learning Word Sense Disambiguation
Code Code Available Rich Semantics Improve Few-shot Learning Apr 26, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Mutual Contrastive Learning for Visual Representation Learning Apr 26, 2021 Contrastive Learning Few-Shot Learning
Code Code Available Demystification of Few-shot and One-shot Learning Apr 25, 2021 Few-Shot Learning One-Shot Learning
— Unverified Few-shot Continual Learning: a Brain-inspired Approach Apr 19, 2021 Continual Learning Few-Shot Learning
— Unverified Self-Supervised WiFi-Based Activity Recognition Apr 19, 2021 Activity Recognition Contrastive Learning
— Unverified Few-shot Learning for Topic Modeling Apr 19, 2021 Few-Shot Learning Topic Models
— Unverified Few-shot learning via tensor hallucination Apr 19, 2021 Data Augmentation Few-Shot Learning
Code Code Available Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Apr 18, 2021 Continual Learning Few-Shot Learning
Code Code Available The Power of Scale for Parameter-Efficient Prompt Tuning Apr 18, 2021 Few-Shot Learning
Code Code Available CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 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 Memorisation versus Generalisation in Pre-trained Language Models Apr 16, 2021 Few-Shot Learning Low Resource Named Entity Recognition
Code Code Available 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 Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment Apr 15, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available Embedding Adaptation is Still Needed for Few-Shot Learning Apr 15, 2021 Clustering Few-Shot Learning
— Unverified 