Online Unsupervised Learning of Visual Representations and Categories Sep 13, 2021 Few-Shot Learning Representation Learning
Code Code Available Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning Sep 13, 2021 AutoML Few-Shot Learning
— Unverified Fine-Grained Few Shot Learning with Foreground Object Transformation Sep 13, 2021 Data Augmentation Few-Shot Learning
— Unverified STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Sep 13, 2021 Few-Shot Learning Few-Shot NLI
Code Code Available Prior Omission of Dissimilar Source Domain(s) for Cost-Effective Few-Shot Learning Sep 11, 2021 Few-Shot Learning Natural Language Understanding
— Unverified Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework Sep 11, 2021 Few-Shot Learning named-entity-recognition
— Unverified Rapid Model Architecture Adaption for Meta-Learning Sep 10, 2021 Few-Shot Learning Meta-Learning
— Unverified CINS: Comprehensive Instruction for Few-shot Learning in Task-oriented Dialog Systems Sep 10, 2021 dialog state tracking Few-Shot Learning
— Unverified MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction Sep 9, 2021 Few-Shot Learning Relation
— Unverified Bootstrapped Meta-Learning Sep 9, 2021 Efficient Exploration Few-Shot Learning
Code Code Available Compositional Clustering: Applications to Multi-Label Object Recognition and Speaker Identification Sep 9, 2021 Clustering Few-Shot Learning
Code Code Available Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System Sep 8, 2021 Computational Efficiency Diagnostic
— Unverified Few-shot Learning in Emotion Recognition of Spontaneous Speech Using a Siamese Neural Network with Adaptive Sample Pair Formation Sep 7, 2021 Emotion Recognition Few-Shot Learning
— Unverified Few-shot Learning via Dependency Maximization and Instance Discriminant Analysis Sep 7, 2021 Few-Shot Learning Inductive Bias
— Unverified GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain Sep 6, 2021 Few-Shot Learning Language Modelling
Code Code Available Nearest Neighbour Few-Shot Learning for Cross-lingual Classification Sep 6, 2021 Classification Few-Shot Learning
Code Code Available CAM-loss: Towards Learning Spatially Discriminative Feature Representations Sep 3, 2021 Few-Shot Learning image-classification
— Unverified Information Symmetry Matters: A Modal-Alternating Propagation Network for Few-Shot Learning Sep 3, 2021 Attribute Few-Shot Learning
— Unverified Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition Sep 3, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified ConQX: Semantic Expansion of Spoken Queries for Intent Detection based on Conditioned Text Generation Sep 2, 2021 Few-Shot Learning Intent Detection
— Unverified Do Prompt-Based Models Really Understand the Meaning of their Prompts? Sep 2, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Global Convolutional Neural Processes Sep 2, 2021 Few-Shot Learning Gaussian Processes
Code Code Available Probabilistic Ensembles of Zero- and Few-Shot Learning Models for Emotion Classification Sep 1, 2021 Emotion Classification Few-Shot Learning
— Unverified LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting Aug 31, 2021 Few-Shot Learning Language Modelling
Code Code Available On the Multilingual Capabilities of Very Large-Scale English Language Models Aug 30, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Aug 28, 2021 dialog state tracking Few-Shot Learning
Code Code Available MCML: A Novel Memory-based Contrastive Meta-Learning Method for Few Shot Slot Tagging Aug 26, 2021 Contrastive Learning Few-Shot Learning
— Unverified Learning Class-level Prototypes for Few-shot Learning Aug 25, 2021 Few-Shot Learning
— Unverified Deep few-shot learning for bi-temporal building change detection Aug 25, 2021 Change Detection Few-Shot Learning
— Unverified FEDI: Few-shot learning based on Earth Mover's Distance algorithm combined with deep residual network to identify diabetic retinopathy Aug 22, 2021 Few-Shot Learning
Code Code Available Few Shot Activity Recognition Using Variational Inference Aug 20, 2021 Action Recognition Activity Recognition
— Unverified Neural TMDlayer: Modeling Instantaneous flow of features via SDE Generators Aug 19, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available Few-Shot Batch Incremental Road Object Detection via Detector Fusion Aug 18, 2021 Few-Shot Learning object-detection
— Unverified 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 The Role of Global Labels in Few-Shot Classification and How to Infer Them Aug 9, 2021 Few-Shot Learning Meta-Learning
— Unverified Transductive Few-Shot Classification on the Oblique Manifold Aug 9, 2021 Classification Few-Shot Learning
Code Code Available 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 Uniform Sampling over Episode Difficulty Aug 3, 2021 Few-Shot Learning
Code Code Available Bayesian Active Meta-Learning for Few Pilot Demodulation and Equalization Aug 2, 2021 Few-Shot Learning Meta-Learning
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 Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning Aug 1, 2021 Denoising Few-Shot Learning
Code Code Available 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 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 Bayesian Embeddings for Few-Shot Open World Recognition Jul 29, 2021 Decision Making Few-Shot Learning
— Unverified Automated Human Cell Classification in Sparse Datasets using Few-Shot Learning Jul 27, 2021 Classification Few-Shot Learning
— Unverified 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 External-Memory Networks for Low-Shot Learning of Targets in Forward-Looking-Sonar Imagery Jul 22, 2021 Few-Shot Learning Zero-Shot Learning
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