Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
Code Code Available 5 CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain Search Nov 3, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 Adversarial Feature Hallucination Networks for Few-Shot Learning Mar 30, 2020 Data Augmentation Diversity
Code Code Available 5 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available 5 Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available 5 Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework Aug 27, 2021 Anomaly Detection Defect Detection
Code Code Available 5 Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available 5 Federated Few-Shot Learning for Mobile NLP Dec 12, 2022 Few-Shot Learning Privacy Preserving
Code Code Available 5 AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available 5 FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available 5 An Overview of Deep Learning Architectures in Few-Shot Learning Domain Aug 12, 2020 Deep Learning Few-Shot Learning
Code Code Available 5 Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Jun 1, 2021 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available 5 Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data Jun 14, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Few-Shot and Continual Learning with Attentive Independent Mechanisms Jul 29, 2021 Continual Learning Few-Shot Learning
Code Code Available 5 Few-shot Classification via Adaptive Attention Aug 6, 2020 Classification Few-Shot Learning
Code Code Available 5 Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration Dec 8, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 Few-Shot Document-Level Relation Extraction May 4, 2022 Document-level Relation Extraction Domain Adaptation
Code Code Available 5 Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks Sep 20, 2021 Emotion Classification Emotion Recognition
Code Code Available 5 A Prompt Learning Framework for Source Code Summarization Dec 26, 2023 Code Summarization Few-Shot Learning
Code Code Available 5 Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 Compressing Lengthy Context With UltraGist May 26, 2024 Few-Shot Learning
Code Code Available 5 Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa Jan 24, 2023 Few-Shot Learning Plant Phenotyping
Code Code Available 5 A Rationale-Centric Framework for Human-in-the-loop Machine Learning Mar 24, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available 5 Context-Transformer: Tackling Object Confusion for Few-Shot Detection Mar 16, 2020 Diversity Few-Shot Learning
Code Code Available 5 Context-enriched molecule representations improve few-shot drug discovery Apr 24, 2023 Drug Discovery Few-Shot Learning
Code Code Available 5 Few-Shot Learning with a Strong Teacher Jul 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available 5 Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available 5 Few-Shot Learning with Siamese Networks and Label Tuning Mar 28, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available 5 Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning Oct 11, 2019 Few-Shot Learning Image Generation
Code Code Available 5 AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available 5 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Few-Shot Microscopy Image Cell Segmentation Jun 29, 2020 Cell Segmentation Few-Shot Learning
Code Code Available 5 Few-Shot Named Entity Recognition: A Comprehensive Study Dec 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 A Simple Exponential Family Framework for Zero-Shot Learning Jul 25, 2017 Attribute Few-Shot Learning
Code Code Available 5 A Closer Look at Few-Shot 3D Point Cloud Classification Mar 31, 2023 3D Point Cloud Classification Few-Shot 3D Point Cloud Classification
Code Code Available 5 Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available 5 AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available 5 Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Aug 18, 2020 Computed Tomography (CT) Domain Generalization
Code Code Available 5 Can Explanations Be Useful for Calibrating Black Box Models? Oct 14, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available 5 Few-shot Open-set Recognition by Transformation Consistency Mar 2, 2021 Few-Shot Learning Open Set Learning
Code Code Available 5 FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Sep 4, 2021 Few-Shot Learning Question Answering
Code Code Available 5 A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available 5 Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Aug 19, 2021 Causal Inference counterfactual
Code Code Available 5 COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
Code Code Available 5 Boosting on the shoulders of giants in quantum device calibration May 13, 2020 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 