A Framework of Meta Functional Learning for Regularising Knowledge Transfer Mar 28, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography Mar 28, 2022 Few-Shot Learning Gesture Recognition
— Unverified Compare learning: bi-attention network for few-shot learning Mar 25, 2022 Few-Shot Learning Metric Learning
— Unverified Multidimensional Belief Quantification for Label-Efficient Meta-Learning Mar 23, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Partitioning Image Representation in Contrastive Learning Mar 20, 2022 Contrastive Learning Data Augmentation
— Unverified Incremental Few-Shot Learning via Implanting and Compressing Mar 19, 2022 Few-Shot Learning image-classification
— Unverified Few-Shot Learning on Graphs Mar 17, 2022 Few-Shot Learning Graph Mining
— Unverified Meta-Learning of NAS for Few-shot Learning in Medical Image Applications Mar 16, 2022 AutoML Few-Shot Learning
— Unverified GCT: Graph Co-Training for Semi-Supervised Few-Shot Learning Mar 15, 2022 Classification Few-Shot Learning
— Unverified Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Mar 15, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition Mar 14, 2022 Activity Recognition Few-Shot Learning
— Unverified Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning Mar 9, 2022 Few-Shot Learning Meta-Learning
Code Code Available Automated Few-Shot Time Series Forecasting based on Bi-level Programming Mar 7, 2022 Decision Making Few-Shot Learning
— Unverified Pre-trained Token-replaced Detection Model as Few-shot Learner Mar 7, 2022 Few-Shot Learning Sentence
Code Code Available Learning from Few Examples: A Summary of Approaches to Few-Shot Learning Mar 7, 2022 Few-Shot Learning Meta-Learning
— Unverified ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification Mar 4, 2022 counterfactual Few-Shot Learning
Code Code Available MetaDT: Meta Decision Tree with Class Hierarchy for Interpretable Few-Shot Learning Mar 3, 2022 Few-Shot Learning Meta-Learning
— Unverified FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning Mar 3, 2022 Domain Adaptation Few-Shot Learning
— Unverified Vision-Language Intelligence: Tasks, Representation Learning, and Large Models Mar 3, 2022 Few-Shot Learning Representation Learning
— Unverified Interpretable Concept-based Prototypical Networks for Few-Shot Learning Feb 27, 2022 Few-Shot Learning Meta-Learning
— Unverified Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Feb 27, 2022 Data Augmentation Disentanglement
Code Code Available How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Feb 18, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Semantically Proportional Patchmix for Few-Shot Learning Feb 17, 2022 Few-Shot Learning Transfer Learning
— Unverified P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization Feb 15, 2022 Event Detection Event Extraction
— Unverified Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation Feb 14, 2022 Few-Shot Learning Segmentation
— Unverified Cross Domain Few-Shot Learning via Meta Adversarial Training Feb 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified MAML and ANIL Provably Learn Representations Feb 7, 2022 Diversity Few-Shot Learning
— Unverified Exemplar-Based Contrastive Self-Supervised Learning with Few-Shot Class Incremental Learning Feb 5, 2022 class-incremental learning Class Incremental Learning
— Unverified Few-shot Learning as Cluster-induced Voronoi Diagrams: A Geometric Approach Feb 5, 2022 Few-Shot Learning
Code Code Available Smoothed Embeddings for Certified Few-Shot Learning Feb 2, 2022 Adversarial Robustness Few-Shot Learning
Code Code Available Advances in MetaDL: AAAI 2021 challenge and workshop Feb 1, 2022 Few-Shot Learning
— Unverified The Effect of Diversity in Meta-Learning Jan 27, 2022 Diversity Few-Shot Learning
Code Code Available Ontology-enhanced Prompt-tuning for Few-shot Learning Jan 27, 2022 Event Extraction Few-Shot Learning
— Unverified When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework Jan 18, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Instance-aware Prompt Learning for Language Understanding and Generation Jan 18, 2022 Few-Shot Learning Prompt Learning
Code Code Available Prior Knowledge for Few-shot Learning—Inductive Reasoning and Distribution Calibration Jan 17, 2022 Few-Shot Learning Knowledge Graphs
— Unverified Representation Change in Model-Agnostic Meta-Learning Jan 17, 2022 Few-Shot Learning Meta-Learning
— Unverified Prototypical Representation Learning for Low-resource Knowledge Extraction: Summary and Perspective Jan 17, 2022 Contrastive Learning Few-Shot Learning
— Unverified FrLove : Could a Frenchman rapidly identify Lovecraft? Jan 17, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Understanding Few-Shot Multi-Task Representation Learning Theory Jan 17, 2022 Few-Shot Learning Learning Theory
— Unverified RGL: A Simple yet Effective Relation Graph Augmented Prompt-based Tuning Approach for Few-Shot Learning Jan 16, 2022 Few-Shot Learning Link Prediction
Code Code Available Label-guided Data Augmentation for Prompt-based Few Shot Learners Jan 16, 2022 Data Augmentation Few-Shot Learning
— Unverified Template-free Prompt Tuning for Few-shot NER Jan 16, 2022 Few-Shot Learning Few-shot NER
— Unverified STT: Soft Template Tuning for Few-Shot Learning Jan 16, 2022 Few-Shot Learning Language Modeling
— Unverified Do Prompt-Based Models Really Understand the Meaning of Their Prompts? Jan 16, 2022 Few-Shot Learning Natural Language Inference
— Unverified Few-Shot Authorship Attribution in English Reddit Posts Jan 16, 2022 Articles Authorship Attribution
— Unverified Towards Sample-efficient Overparameterized Meta-learning Jan 16, 2022 Few-Shot Learning Inductive Bias
Code Code Available MetaICL: Learning to Learn In Context Jan 16, 2022 Few-Shot Learning In-Context Learning
— Unverified ProQA: Structural Prompt-based Pre-training for Unified Question Answering Jan 16, 2022 Continual Learning Few-Shot Learning
— Unverified Exploring Example Selection for Few-shot Text-to-SQL Semantic Parsing Jan 16, 2022 Few-Shot Learning In-Context Learning
— Unverified 