FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Aug 13, 2021 Data Augmentation Few-Shot Learning
Code Code Available Prototype Completion for Few-Shot Learning Aug 11, 2021 Attribute Few-Shot Image Classification
Code Code Available Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder Aug 11, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available Transductive Few-Shot Classification on the Oblique Manifold Aug 9, 2021 Classification Few-Shot Learning
Code Code Available Noisy Channel Language Model Prompting for Few-Shot Text Classification Aug 9, 2021 Attribute Classification
Code Code Available The Role of Global Labels in Few-Shot Classification and How to Infer Them Aug 9, 2021 Few-Shot Learning Meta-Learning
— Unverified Impact of Aliasing on Generalization in Deep Convolutional Networks Aug 7, 2021 Data Augmentation Few-Shot Learning
— Unverified Few-shot Unsupervised Domain Adaptation with Image-to-class Sparse Similarity Encoding Aug 6, 2021 Domain Adaptation Few-Shot Learning
— Unverified Elaborative Rehearsal for Zero-shot Action Recognition Aug 5, 2021 Action Recognition Few-Shot Learning
Code Code Available Uniform Sampling over Episode Difficulty Aug 3, 2021 Few-Shot Learning
Code Code Available From LSAT: The Progress and Challenges of Complex Reasoning Aug 2, 2021 Few-Shot Learning Logical Reasoning
Code Code Available Bayesian Active Meta-Learning for Few Pilot Demodulation and Equalization Aug 2, 2021 Few-Shot Learning Meta-Learning
Code Code Available Recurrent Mask Refinement for Few-Shot Medical Image Segmentation Aug 2, 2021 Few-Shot Learning Image Segmentation
Code Code Available Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories Aug 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification Aug 1, 2021 Cross-Domain Few-Shot Few-Shot Learning
— Unverified Meta Learning and Its Applications to Natural Language Processing Aug 1, 2021 Dialogue Generation Few-Shot Learning
— Unverified UoB\_UK at SemEval 2021 Task 2: Zero-Shot and Few-Shot Learning for Multi-lingual and Cross-lingual Word Sense Disambiguation. Aug 1, 2021 Few-Shot Learning Task 2
— Unverified Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning Aug 1, 2021 Denoising Few-Shot Learning
Code Code Available Bayesian Embeddings for Few-Shot Open World Recognition Jul 29, 2021 Decision Making Few-Shot Learning
— Unverified Few-Shot and Continual Learning with Attentive Independent Mechanisms Jul 29, 2021 Continual Learning Few-Shot Learning
Code Code Available Automated Human Cell Classification in Sparse Datasets using Few-Shot Learning Jul 27, 2021 Classification Few-Shot Learning
— Unverified Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data Jul 26, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available A Transductive Maximum Margin Classifier for Few-Shot Learning Jul 26, 2021 Few-Shot Learning
— Unverified Will Multi-modal Data Improves Few-shot Learning? Jul 25, 2021 Few-Shot Learning
— Unverified ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback Jul 23, 2021 Few-Shot Learning Meta-Learning
Code Code Available Modelling Latent Translations for Cross-Lingual Transfer Jul 23, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Jul 23, 2021 Domain Adaptation Few-Shot Learning
Code Code Available External-Memory Networks for Low-Shot Learning of Targets in Forward-Looking-Sonar Imagery Jul 22, 2021 Few-Shot Learning Zero-Shot Learning
— Unverified Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings Jul 22, 2021 Few-Shot Learning Representation Learning
Code Code Available Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data Jul 21, 2021 Few-Shot Learning Image Segmentation
Code Code Available Few Shots Are All You Need: A Progressive Few Shot Learning Approach for Low Resource Handwritten Text Recognition Jul 21, 2021 All Few-Shot Learning
Code Code Available Boosting Few-Shot Classification with View-Learnable Contrastive Learning Jul 20, 2021 Classification Contrastive Learning
Code Code Available Rectifying the Shortcut Learning of Background for Few-Shot Learning Jul 16, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Multi-Level Contrastive Learning for Few-Shot Problems Jul 15, 2021 Contrastive Learning Few-Shot Learning
— Unverified Next-item Recommendations in Short Sessions Jul 15, 2021 Few-Shot Learning Meta-Learning
— Unverified Wordcraft: a Human-AI Collaborative Editor for Story Writing Jul 15, 2021 Few-Shot Learning
— Unverified FLEX: Unifying Evaluation for Few-Shot NLP Jul 15, 2021 Few-Shot Learning Language Modeling
Code Code Available FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition Jul 14, 2021 Few-Shot Learning Instrument Recognition
Code Code Available Sequential Recommendation for Cold-start Users with Meta Transitional Learning Jul 13, 2021 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Learning with Global Relatedness Decoupled-Distillation Jul 12, 2021 Few-Shot Learning Metric Learning
— Unverified Learn from Anywhere: Rethinking Generalized Zero-Shot Learning with Limited Supervision Jul 11, 2021 Few-Shot Learning Generalized Zero-Shot Learning
— Unverified Finding Significant Features for Few-Shot Learning using Dimensionality Reduction Jul 6, 2021 Dimensionality Reduction Few-Shot Learning
— Unverified ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation Jul 5, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available Few-shot Learning for Unsupervised Feature Selection Jul 2, 2021 Decoder feature selection
— Unverified Cross-domain Few-shot Learning with Task-specific Adapters Jul 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Few-Shot Learning with a Strong Teacher Jul 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available SIMPL: Generating Synthetic Overhead Imagery to Address Zero-shot and Few-Shot Detection Problems Jun 29, 2021 Few-Shot Learning object-detection
Code Code Available Few-Shot Electronic Health Record Coding through Graph Contrastive Learning Jun 29, 2021 Contrastive Learning Few-Shot Learning
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