Meta-Meta Classification for One-Shot Learning Apr 17, 2020 Classification Few-Shot Learning
Code Code Available Revisiting Few-Shot Learning from a Causal Perspective Sep 28, 2022 Diversity Few-Shot Learning
Code Code Available High-order structure preserving graph neural network for few-shot learning May 29, 2020 Few-Shot Learning Graph Neural Network
Code Code Available TADAM: Task dependent adaptive metric for improved few-shot learning May 23, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Hierarchy-based Image Embeddings for Semantic Image Retrieval Sep 26, 2018 Few-Shot Learning Image Retrieval
Code Code Available ACE: Anatomically Consistent Embeddings in Composition and Decomposition Jan 17, 2025 Few-Shot Learning Image Cropping
Code Code Available Hierarchical Variational Memory for Few-shot Learning Across Domains Dec 15, 2021 Few-Shot Learning Variational Inference
Code Code Available Revisiting In-context Learning Inference Circuit in Large Language Models Oct 6, 2024 Few-Shot Learning In-Context Learning
Code Code Available Metaphor Detection for Low Resource Languages: From Zero-Shot to Few-Shot Learning in Middle High German Jun 1, 2022 Few-Shot Learning Word Embeddings
Code Code Available Deep Mixture of Experts via Shallow Embedding Jun 5, 2018 Few-Shot Learning Meta-Learning
Code Code Available TAFE-Net: Task-Aware Feature Embeddings for Low Shot Learning Apr 11, 2019 Attribute Few-Shot Learning
Code Code Available Revisiting Local Descriptor based Image-to-Class Measure for Few-shot Learning Mar 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction Oct 1, 2023 Few-Shot Learning Graph Neural Network
Code Code Available Hidden Entity Detection from GitHub Leveraging Large Language Models Jan 8, 2025 Few-Shot Learning named-entity-recognition
Code Code Available Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder Aug 11, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Hebbian and Gradient-based Plasticity Enables Robust Memory and Rapid Learning in RNNs Feb 7, 2023 Few-Shot Learning
Code Code Available An Open-set Recognition and Few-Shot Learning Dataset for Audio Event Classification in Domestic Environments Feb 26, 2020 Face Recognition Few-Shot Learning
Code Code Available Meta-ticket: Finding optimal subnetworks for few-shot learning within randomly initialized neural networks May 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available TAPE: Assessing Few-shot Russian Language Understanding Oct 23, 2022 Adversarial Attack Adversarial Text
Code Code Available Cross-lingual Approaches for the Detection of Adverse Drug Reactions in German from a Patient’s Perspective Jun 1, 2022 Binary Classification Few-Shot Learning
Code Code Available Implicit Geometry and Interaction Embeddings Improve Few-Shot Molecular Property Prediction Feb 4, 2023 Few-Shot Learning Molecular Docking
Code Code Available Harnessing Large Language Models Over Transformer Models for Detecting Bengali Depressive Social Media Text: A Comprehensive Study Jan 14, 2024 Deep Learning Depression Detection
Code Code Available Cross-lingual Approaches for the Detection of Adverse Drug Reactions in German from a Patient's Perspective Aug 3, 2022 Binary Classification Few-Shot Learning
Code Code Available TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning May 16, 2019 Few-Shot Learning Meta-Learning
Code Code Available GSHOT: Few-shot Generative Modeling of Labeled Graphs Jun 6, 2023 Drug Discovery Few-Shot Learning
Code Code Available How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation May 13, 2022 Data Augmentation Few-Shot Learning
Code Code Available Revisiting Unsupervised Meta-Learning via the Characteristics of Few-Shot Tasks Nov 30, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing Feb 25, 2019 Cross-lingual zero-shot dependency parsing Dependency Parsing
Code Code Available Anomaly Multi-classification in Industrial Scenarios: Transferring Few-shot Learning to a New Task Jun 9, 2024 Contrastive Learning Few-Shot Learning
Code Code Available 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 Task-Adapter++: Task-specific Adaptation with Order-aware Alignment for Few-shot Action Recognition May 9, 2025 Action Recognition cross-modal alignment
Code Code Available Advancing Image Retrieval with Few-Shot Learning and Relevance Feedback Dec 18, 2023 Binary Classification Classification
Code Code Available Grid Cell Path Integration For Movement-Based Visual Object Recognition Feb 17, 2021 Few-Shot Learning Navigate
Code Code Available RIDE: Enhancing Large Language Model Alignment through Restyled In-Context Learning Demonstration Exemplars Feb 17, 2025 Few-Shot Learning In-Context Learning
Code Code Available Accelerating Convergence in Bayesian Few-Shot Classification May 2, 2024 Classification Few-Shot Learning
Code Code Available MICM: Rethinking Unsupervised Pretraining for Enhanced Few-shot Learning Aug 23, 2024 Contrastive Learning Few-Shot Learning
Code Code Available Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction Feb 17, 2024 Few-Shot Learning Language Modelling
Code Code Available Mind the Gap: Evaluating Vision Systems in Small Data Applications Apr 8, 2025 Few-Shot Learning
Code Code Available RLBench: The Robot Learning Benchmark & Learning Environment Sep 26, 2019 Few-Shot Learning Imitation Learning
Code Code Available A Comparative Study on Textual Saliency of Styles from Eye Tracking, Annotations, and Language Models Dec 19, 2022 Few-Shot Learning
Code Code Available Boosting keyword spotting through on-device learnable user speech characteristics Mar 12, 2024 Few-Shot Learning Keyword Spotting
Code Code Available MISE: Meta-knowledge Inheritance for Social Media-Based Stressor Estimation May 3, 2025 Few-Shot Learning Meta-Learning
Code Code Available MI-VisionShot: Few-shot adaptation of vision-language models for slide-level classification of histopathological images Oct 21, 2024 Few-Shot Learning Image Captioning
Code Code Available Graph Few-shot Learning with Task-specific Structures Oct 21, 2022 Classification Few-Shot Learning
Code Code Available Boosting Few-Shot Visual Learning with Self-Supervision Jun 12, 2019 Few-Shot Learning Self-Supervised Learning
Code Code Available Task Affinity with Maximum Bipartite Matching in Few-Shot Learning Oct 5, 2021 Few-Shot Learning
Code Code Available A Flag Decomposition for Hierarchical Datasets Feb 11, 2025 Clustering Denoising
Code Code Available Mixture of Soft Prompts for Controllable Data Generation Mar 2, 2023 Data Augmentation Denoising
Code Code Available Robust Few-Shot Ensemble Learning with Focal Diversity-Based Pruning Apr 5, 2024 Diversity Ensemble Learning
Code Code Available Graph Few-shot Learning via Knowledge Transfer Oct 7, 2019 Few-Shot Learning General Classification
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