Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? May 8, 2021 Dialogue State Tracking Few-Shot Learning
Code Code Available Few-shot Learning as Cluster-induced Voronoi Diagrams: A Geometric Approach Feb 5, 2022 Few-Shot Learning
Code Code Available Comprehensive Evaluation and Insights into the Use of Large Language Models in the Automation of Behavior-Driven Development Acceptance Test Formulation Mar 22, 2024 Few-Shot Learning In-Context Learning
Code Code Available Few-Shot Image Recognition by Predicting Parameters from Activations Jun 12, 2017 Few-Shot Image Classification Few-Shot Learning
Code Code Available ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation May 26, 2023 Abstract Meaning Representation Data Augmentation
Code Code Available Parallel Corpus for Indigenous Language Translation: Spanish-Mazatec and Spanish-Mixtec May 27, 2023 Few-Shot Learning Machine Translation
Code Code Available Parameter-Efficient Cross-lingual Transfer of Vision and Language Models via Translation-based Alignment May 2, 2023 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Few-shot human motion prediction for heterogeneous sensors Dec 22, 2022 Few-Shot Learning Human motion prediction
Code Code Available Few-Shot Electronic Health Record Coding through Graph Contrastive Learning Jun 29, 2021 Contrastive Learning Few-Shot Learning
Code Code Available Sequential Skip Prediction with Few-shot in Streamed Music Contents Jan 24, 2019 Few-Shot Learning Meta-Learning
Code Code Available Think Big, Teach Small: Do Language Models Distil Occam’s Razor? Dec 1, 2021 Few-Shot Learning Open-Ended Question Answering
Code Code Available PARN: Position-Aware Relation Networks for Few-Shot Learning Sep 10, 2019 Few-Shot Learning Position
Code Code Available SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification Nov 28, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot Diagnosis of Chest x-rays Using an Ensemble of Random Discriminative Subspaces Aug 31, 2023 Few-Shot Learning Medical Image Analysis
Code Code Available Compositional Generalization for Primitive Substitutions Oct 7, 2019 Few-Shot Learning Machine Translation
Code Code Available Compositional Clustering: Applications to Multi-Label Object Recognition and Speaker Identification Sep 9, 2021 Clustering Few-Shot Learning
Code Code Available Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data Oct 28, 2019 Classification Few-Shot Learning
Code Code Available Composing Neural Learning and Symbolic Reasoning with an Application to Visual Discrimination Jul 12, 2019 Few-Shot Learning
Code Code Available Patent Figure Classification using Large Vision-language Models Jan 22, 2025 Classification Few-Shot Learning
Code Code Available Complex Facial Expression Recognition Using Deep Knowledge Distillation of Basic Features Aug 11, 2023 Continual Learning Emotion Recognition
Code Code Available PCBERT: Parent and Child BERT for Chinese Few-shot NER Oct 1, 2022 Few-Shot Learning few-shot-ner
Code Code Available Few shot clustering for indoor occupancy detection with extremely low-quality images from battery free cameras Aug 13, 2020 Clustering Few-Shot Learning
Code Code Available Few-Shot Classification of Skin Lesions from Dermoscopic Images by Meta-Learning Representative Embeddings Oct 30, 2022 Few-Shot Learning Meta-Learning
Code Code Available AttenWalker: Unsupervised Long-Document Question Answering via Attention-based Graph Walking May 3, 2023 Few-Shot Learning Question Answering
Code Code Available SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning Oct 4, 2023 Few-Shot Learning Meta-Learning
Code Code Available Complementing Representation Deficiency in Few-shot Image Classification: A Meta-Learning Approach Jul 21, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available The Art of Camouflage: Few-Shot Learning for Animal Detection and Segmentation Apr 15, 2023 Camouflaged Object Segmentation Few-shot Instance Segmentation
Code Code Available A Named Entity Recognition Corpus for Vietnamese Biomedical Texts to Support Tuberculosis Treatment Jun 1, 2022 Diagnostic Few-Shot Learning
Code Code Available Few-shot Action Recognition with Permutation-invariant Attention Jan 12, 2020 Action Recognition Few-Shot action recognition
Code Code Available TNT: Text-Conditioned Network with Transductive Inference for Few-Shot Video Classification Jun 21, 2021 Action Classification Classification
Code Code Available An AI-Powered VVPAT Counter for Elections in India Dec 9, 2022 Few-Shot Learning Image Classification
Code Code Available Perturbing the Gradient for Alleviating Meta Overfitting May 20, 2024 Diversity Few-Shot Learning
Code Code Available Attentional Meta-learners for Few-shot Polythetic Classification Jun 9, 2021 Classification feature selection
Code Code Available Uniform Sampling over Episode Difficulty Aug 3, 2021 Few-Shot Learning
Code Code Available Few-Shot Action Localization without Knowing Boundaries Jun 8, 2021 Action Localization Few-Shot Learning
Code Code Available FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation Oct 24, 2018 Classification Few-Shot Learning
Code Code Available A Maximum Log-Likelihood Method for Imbalanced Few-Shot Learning Tasks Nov 26, 2022 Few-Shot Learning
Code Code Available UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation May 2, 2024 Dataset Generation Domain Generalization
Code Code Available Piecewise classifier mappings: Learning fine-grained learners for novel categories with few examples May 11, 2018 Few-Shot Learning Fine-Grained Image Recognition
Code Code Available Comparison-Based Convolutional Neural Networks for Cervical Cell/Clumps Detection in the Limited Data Scenario Oct 14, 2018 Cell Segmentation Few-Shot Learning
Code Code Available Similarity of Classification Tasks Jan 27, 2021 Classification Few-Shot Learning
Code Code Available UniMatch: Universal Matching from Atom to Task for Few-Shot Drug Discovery Feb 18, 2025 Drug Discovery Few-Shot Learning
Code Code Available Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference Oct 26, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available Compact Bilinear Pooling Nov 19, 2015 Face Recognition Few-Shot Learning
Code Code Available A Plug-in Method for Representation Factorization in Connectionist Models May 27, 2019 Few-Shot Learning Image-to-Image Translation
Code Code Available Coloring With Limited Data: Few-Shot Colorization via Memory-Augmented Networks Jun 9, 2019 Colorization Few-Shot Learning
Code Code Available SIMPL: Generating Synthetic Overhead Imagery to Address Zero-shot and Few-Shot Detection Problems Jun 29, 2021 Few-Shot Learning object-detection
Code Code Available Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning Jun 21, 2022 Contrastive Learning Domain Adaptation
Code Code Available Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes Jan 29, 2024 Cross-Domain Few-Shot Few-Shot Image Classification
Code Code Available 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 