Improving Few-Shot Learning through Multi-task Representation Learning Theory Oct 5, 2020 Continual Learning Few-Shot Learning
Code Code Available Unknown Presentation Attack Detection against Rational Attackers Oct 4, 2020 Few-Shot Learning
— Unverified Data-Efficient Pretraining via Contrastive Self-Supervision Oct 2, 2020 Fairness Few-Shot Learning
— Unverified Cross-Lingual Transfer Learning for Complex Word Identification Oct 2, 2020 Complex Word Identification Cross-Lingual Transfer
— Unverified IsOBS: An Information System for Oracle Bone Script Oct 1, 2020 Few-Shot Learning Retrieval
— Unverified Few-shot Learning for Time-series Forecasting Sep 30, 2020 Few-Shot Learning Time Series
— Unverified Message Passing Neural Processes Sep 29, 2020 Few-Shot Learning
— Unverified Learning to Generate Image Source-Agnostic Universal Adversarial Perturbations Sep 29, 2020 Adversarial Attack Bilevel Optimization
— Unverified MetaMix: Improved Meta-Learning with Interpolation-based Consistency Regularization Sep 29, 2020 Few-Shot Learning Meta-Learning
— Unverified Self-supervised Contrastive Zero to Few-shot Learning from Small, Long-tailed Text data Sep 28, 2020 Few-Shot Learning Multi Label Text Classification
— Unverified Improving Few-Shot Visual Classification with Unlabelled Examples Sep 28, 2020 Classification Clustering
— Unverified Putting Theory to Work: From Learning Bounds to Meta-Learning Algorithms Sep 28, 2020 Few-Shot Learning Learning Theory
— Unverified Function Contrastive Learning of Transferable Representations Sep 28, 2020 Contrastive Learning Few-Shot Learning
— Unverified Sense and Learn: Self-Supervision for Omnipresent Sensors Sep 28, 2020 Continual Learning Few-Shot Learning
— Unverified Non-greedy Gradient-based Hyperparameter Optimization Over Long Horizons Sep 28, 2020 Few-Shot Learning Hyperparameter Optimization
— Unverified A Primal-Dual Subgradient Approachfor Fair Meta Learning Sep 26, 2020 Fairness Few-Shot Learning
Code Code Available Fuzzy Simplicial Networks: A Topology-Inspired Model to Improve Task Generalization in Few-shot Learning Sep 23, 2020 Few-Shot Learning
— Unverified PennSyn2Real: Training Object Recognition Models without Human Labeling Sep 22, 2020 4k Few-Shot Learning
— Unverified Knowledge-Guided Multi-Label Few-Shot Learning for General Image Recognition Sep 20, 2020 Few-Shot Learning Multi-Label Image Recognition
— Unverified Few-shot learning using pre-training and shots, enriched by pre-trained samples Sep 19, 2020 Few-Shot Learning
— Unverified Proxy Network for Few Shot Learning Sep 9, 2020 Few-Shot Learning Meta-Learning
Code Code Available Class Interference Regularization Sep 4, 2020 Face Verification Few-Shot Learning
— Unverified All About Knowledge Graphs for Actions Aug 28, 2020 Action Recognition All
— Unverified learn2learn: A Library for Meta-Learning Research Aug 27, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Image Classification via Contrastive Self-Supervised Learning Aug 23, 2020 Classification Few-Shot Image Classification
— Unverified Few-Shot Learning with Intra-Class Knowledge Transfer Aug 22, 2020 Diversity Few-Shot Learning
— Unverified Learning to Profile: User Meta-Profile Network for Few-Shot Learning Aug 21, 2020 Few-Shot Learning Meta-Learning
— Unverified Dataset Bias in Few-shot Image Recognition Aug 18, 2020 Diversity Few-Shot Learning
— Unverified Compositional Generalization via Neural-Symbolic Stack Machines Aug 15, 2020 Few-Shot Learning Machine Translation
— Unverified Cross-Modality Multi-Atlas Segmentation Using Deep Neural Networks Aug 15, 2020 Few-Shot Learning Image Registration
— Unverified Language Models as Few-Shot Learner for Task-Oriented Dialogue Systems Aug 14, 2020 Dialogue State Tracking Few-Shot Learning
— Unverified Few shot clustering for indoor occupancy detection with extremely low-quality images from battery free cameras Aug 13, 2020 Clustering Few-Shot Learning
Code Code Available Cooperative Bi-path Metric for Few-shot Learning Aug 10, 2020 Classification Few-Shot Learning
Code Code Available Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition Aug 7, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Online Few-shot Gesture Learning on a Neuromorphic Processor Aug 3, 2020 Few-Shot Learning Gesture Recognition
— Unverified Attentive Prototype Few-shot Learning with Capsule Network-based Embedding Aug 1, 2020 Classification Few-Shot Learning
— Unverified Large-Scale Few-Shot Learning via Multi-Modal Knowledge Discovery Aug 1, 2020 Few-Shot Learning
— Unverified Meta-DRN: Meta-Learning for 1-Shot Image Segmentation Aug 1, 2020 Few-Shot Learning image-classification
— Unverified SEN: A Novel Feature Normalization Dissimilarity Measure for Prototypical Few-Shot Learning Networks Aug 1, 2020 Few-Shot Learning
— Unverified Incremental Few-Shot Meta-Learning via Indirect Discriminant Alignment Aug 1, 2020 Few-Shot Learning Incremental Learning
— Unverified Learning from Few Samples: A Survey Jul 30, 2020 Data Augmentation Few-Shot Learning
— Unverified Towards Accuracy-Fairness Paradox: Adversarial Example-based Data Augmentation for Visual Debiasing Jul 27, 2020 Adversarial Attack Attribute
— Unverified Few-Shot Bearing Fault Diagnosis Based on Model-Agnostic Meta-Learning Jul 25, 2020 Anomaly Detection Fault Diagnosis
— Unverified Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection Jul 23, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Jul 21, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot link prediction via graph neural networks for Covid-19 drug-repurposing Jul 20, 2020 Drug Discovery Few-Shot Learning
Code Code Available Contextualizing Enhances Gradient Based Meta Learning Jul 17, 2020 Few-Shot Learning Meta-Learning
Code Code Available Augmented Bi-path Network for Few-shot Learning Jul 15, 2020 Few-Shot Learning
— Unverified Attentive Graph Neural Networks for Few-Shot Learning Jul 14, 2020 Few-Shot Learning
— Unverified Towards Cross-Granularity Few-Shot Learning: Coarse-to-Fine Pseudo-Labeling with Visual-Semantic Meta-Embedding Jul 11, 2020 Classification Few-Shot Learning
— Unverified 