Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available 5 Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Mar 7, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
Code Code Available 5 LASP: Text-to-Text Optimization for Language-Aware Soft Prompting of Vision & Language Models Oct 3, 2022 Few-Shot Learning Language Modelling
Code Code Available 5 Interpretable Time-series Classification on Few-shot Samples Jun 3, 2020 Classification Few-Shot Learning
Code Code Available 5 Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available 5 Interventional Few-Shot Learning Sep 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
Code Code Available 5 DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Apr 16, 2025 Few-Shot Learning Interactive Segmentation
Code Code Available 5 EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available 5 Convolutional Bypasses Are Better Vision Transformer Adapters Jul 14, 2022 Few-Shot Learning Inductive Bias
Code Code Available 5 ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
Code Code Available 5 Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning 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 Learning Implicit Temporal Alignment for Few-shot Video Classification May 11, 2021 Action Recognition In Videos Classification
Code Code Available 5 DPGN: Distribution Propagation Graph Network for Few-shot Learning Mar 31, 2020 Few-Shot Learning Meta-Learning
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 Learning to Compare: Relation Network for Few-Shot Learning Nov 16, 2017 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Jun 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Cost-effective Instruction Learning for Pathology Vision and Language Analysis Jul 25, 2024 Few-Shot Learning Language Modelling
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 Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
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 Integrative Few-Shot Learning for Classification and Segmentation Mar 29, 2022 Classification Few-Shot Classification and Segmentation
Code Code Available 5 Intriguing Properties of Vision Transformers May 21, 2021 Few-Shot Learning Semantic Segmentation
Code Code Available 5 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available 5 Example-Based Named Entity Recognition Aug 24, 2020 Few-Shot Learning named-entity-recognition
Code Code Available 5 3D-IDS: Doubly Disentangled Dynamic Intrusion Detection Jul 2, 2023 Disentanglement Few-Shot Learning
Code Code Available 5 Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available 5 Instance Credibility Inference for Few-Shot Learning Mar 26, 2020 Data Augmentation Few-Shot Image Classification
Code Code Available 5 Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles Classification
Code Code Available 5 InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER Mar 8, 2022 Entity Typing Few-Shot Learning
Code Code Available 5 Inductive Relation Prediction by BERT Mar 12, 2021 Few-Shot Learning Inductive Learning
Code Code Available 5 Elaborative Rehearsal for Zero-shot Action Recognition Aug 5, 2021 Action Recognition Few-Shot Learning
Code Code Available 5 Cross-Domain Few-Shot Learning by Representation Fusion Oct 13, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning Mar 4, 2024 Contrastive Learning Cross-Domain Few-Shot
Code Code Available 5 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs Oct 15, 2023 Few-Shot Learning Graph Learning
Code Code Available 5 Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available 5 Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language Mar 6, 2023 Activity Prediction Attribute
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 Information Maximization for Few-Shot Learning Dec 1, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis Oct 12, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available 5 LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation Jun 7, 2024 Bayesian Optimization Few-Shot Learning
Code Code Available 5 Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging Apr 2, 2022 Few-Shot Learning Prediction
Code Code Available 5 Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available 5 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available 5 ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Jul 8, 2020 Few-Shot Learning Model Selection
Code Code Available 5 Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Jul 16, 2024 Fake News Detection Few-Shot Learning
Code Code Available 5 