An Empirical Study and Analysis of Generalized Zero-Shot Learning for Object Recognition in the Wild May 13, 2016 Few-Shot Learning Generalized Zero-Shot Learning
Code Code Available Text-driven Online Action Detection Jan 23, 2025 Action Detection Autonomous Driving
Code Code Available Fixed-MAML for Few Shot Classification in Multilingual Speech Emotion Recognition Jan 5, 2021 Emotion Recognition Few-Shot Learning
Code Code Available Fine-grained Contract NER using instruction based model Jan 24, 2024 Few-Shot Learning Hallucination
Code Code Available Finding Task-Relevant Features for Few-Shot Learning by Category Traversal May 27, 2019 Few-Shot Learning Metric Learning
Code Code Available FIGR: Few-shot Image Generation with Reptile Jan 8, 2019 Few-Shot Learning Image Generation
Code Code Available Self-Augmented In-Context Learning for Unsupervised Word Translation Feb 15, 2024 Bilingual Lexicon Induction Cross-Lingual Word Embeddings
Code Code Available CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation Oct 10, 2022 counterfactual Data Augmentation
Code Code Available Few 'Zero Level Set'-Shot Learning of Shape Signed Distance Functions in Feature Space Jul 9, 2022 3D Reconstruction Decoder
Code Code Available FewTopNER: Integrating Few-Shot Learning with Topic Modeling and Named Entity Recognition in a Multilingual Framework Feb 4, 2025 Entity Disambiguation Few-Shot Learning
Code Code Available FewSOL: A Dataset for Few-Shot Object Learning in Robotic Environments Jul 6, 2022 Attribute Classification
Code Code Available Text-Guided Mixup Towards Long-Tailed Image Categorization Sep 5, 2024 Ensemble Learning Few-Shot Learning
Code Code Available Few-Shot Transfer Learning to improve Chest X-Ray pathology detection using limited triplets Apr 16, 2022 Diagnostic Few-Shot Learning
Code Code Available Few-Shot Text Classification with Pre-Trained Word Embeddings and a Human in the Loop Apr 5, 2018 Few-Shot Learning Few-Shot Text Classification
Code Code Available Text-to-feature diffusion for audio-visual few-shot learning Sep 7, 2023 Classification Few-Shot Learning
Code Code Available AffinityNet: semi-supervised few-shot learning for disease type prediction May 22, 2018 Deep Learning Few-Shot Learning
Code Code Available Offline Handwritten Amharic Character Recognition Using Few-shot Learning Oct 1, 2022 Few-Shot Learning image-classification
Code Code Available OmniNet: Omnidirectional Representations from Transformers Mar 1, 2021 de-en Few-Shot Learning
Code Code Available Cooperative Bi-path Metric for Few-shot Learning Aug 10, 2020 Classification Few-Shot Learning
Code Code Available Texture or Semantics? Vision-Language Models Get Lost in Font Recognition Mar 31, 2025 Few-Shot Learning Font Recognition
Code Code Available Few-Shot Point Cloud Region Annotation with Human in the Loop Jun 11, 2019 Few-Shot Learning
Code Code Available Continuous max-flow augmentation of self-supervised few-shot learning on SPECT left ventricles May 9, 2024 Diagnostic Few-Shot Learning
Code Code Available TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning Oct 11, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available TGG: Transferable Graph Generation for Zero-shot and Few-shot Learning Aug 30, 2019 Few-Shot Learning Graph Attention
Code Code Available On convex decision regions in deep network representations May 26, 2023 Few-Shot Learning
Code Code Available WikiGoldSK: Annotated Dataset, Baselines and Few-Shot Learning Experiments for Slovak Named Entity Recognition Apr 8, 2023 Few-Shot Learning named-entity-recognition
Code Code Available Self-Supervised Few-Shot Learning for Ischemic Stroke Lesion Segmentation Mar 2, 2023 Few-Shot Learning Ischemic Stroke Lesion Segmentation
Code Code Available Few-shot Novel Category Discovery May 13, 2025 Clustering Few-Shot Learning
Code Code Available Few-Shot NLG with Pre-Trained Language Model Apr 21, 2019 Few-Shot Learning Language Modeling
Code Code Available Expanding continual few-shot learning benchmarks to include recognition of specific instances Aug 26, 2022 continual few-shot learning Continual Learning
Code Code Available Continual Few-Shot Learning for Text Classification Nov 1, 2021 Classification continual few-shot learning
Code Code Available Few-Shot Multilingual Open-Domain QA from 5 Examples Feb 27, 2025 Few-Shot Learning Open-Domain Question Answering
Code Code Available Continual Adversarial Defense Dec 15, 2023 Adversarial Defense Continual Learning
Code Code Available Few-shot link prediction via graph neural networks for Covid-19 drug-repurposing Jul 20, 2020 Drug Discovery Few-Shot Learning
Code Code Available Contextualizing Enhances Gradient Based Meta Learning Jul 17, 2020 Few-Shot Learning Meta-Learning
Code Code Available One Representative-Shot Learning Using a Population-Driven Template with Application to Brain Connectivity Classification and Evolution Prediction Oct 6, 2021 Few-Shot Learning One-Shot Learning
Code Code Available Self-Supervised Learning For Few-Shot Image Classification Nov 14, 2019 Classification Cross-Domain Few-Shot
Code Code Available Multi-Objective Linear Ensembles for Robust and Sparse Training of Few-Bit Neural Networks Dec 7, 2022 Combinatorial Optimization Few-Shot Learning
Code Code Available Few-Shot Learning with Graph Neural Networks Jan 1, 2018 Active Learning Few-Shot Learning
Code Code Available Self-Supervised Learning from Contrastive Mixtures for Personalized Speech Enhancement Nov 6, 2020 Contrastive Learning Few-Shot Learning
Code Code Available Self-supervised Meta-Prompt Learning with Meta-Gradient Regularization for Few-shot Generalization Mar 22, 2023 Domain Generalization Few-Shot Learning
Code Code Available Few-Shot Learning with Graph Neural Networks Nov 10, 2017 Active Learning Cross-Domain Few-Shot
Code Code Available Few-Shot Learning with Global Class Representations Aug 14, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Zero-shot Relation Classification from Side Information Nov 13, 2020 Classification Few-Shot Learning
Code Code Available Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Oct 21, 2024 Benchmarking Few-Shot Learning
Code Code Available Contextual Interaction via Primitive-based Adversarial Training For Compositional Zero-shot Learning Jun 21, 2024 Attribute Compositional Zero-Shot Learning
Code Code Available Uncertainty-Aware Meta-Learning for Multimodal Task Distributions Oct 4, 2022 Bayesian Inference Few-Shot Learning
Code Code Available Few-shot learning via tensor hallucination Apr 19, 2021 Data Augmentation Few-Shot Learning
Code Code Available Online Unsupervised Learning of Visual Representations and Categories Sep 13, 2021 Few-Shot Learning Representation Learning
Code Code Available On Measuring the Intrinsic Few-Shot Hardness of Datasets Nov 16, 2022 Few-Shot Learning
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