Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Jun 1, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Sequential Scenario-Specific Meta Learner for Online Recommendation Jun 2, 2019 Few-Shot Learning Meta-Learning
Code Code Available Multi-task Learning for Cross-Lingual Sentiment Analysis Dec 14, 2022 Articles Few-Shot Learning
Code Code Available Simultaneous Perturbation Method for Multi-Task Weight Optimization in One-Shot Meta-Learning Oct 25, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Generalized Zero- and Few-Shot Learning via Aligned Variational Autoencoders Dec 5, 2018 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available TeFF: Tracking-enhanced Forgetting-free Few-shot 3D LiDAR Semantic Segmentation Aug 28, 2024 Autonomous Driving Few-Shot Learning
Code Code Available Generalized Knowledge Distillation via Relationship Matching May 4, 2022 Few-Shot Learning Incremental Learning
Code Code Available Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification Nov 2, 2023 Classification Contrastive Learning
Code Code Available Feature Extractor Stacking for Cross-domain Few-shot Learning May 12, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available TEII: Think, Explain, Interact and Iterate with Large Language Models to Solve Cross-lingual Emotion Detection May 27, 2024 Few-Shot Learning Language Modeling
Code Code Available Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness Oct 27, 2024 Domain Generalization Few-Shot Learning
Code Code Available Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis Sep 29, 2021 Few-Shot Learning Generalization Bounds
Code Code Available Contract Discovery: Dataset and a Few-Shot Semantic Retrieval Challenge with Competitive Baselines Nov 10, 2019 Few-Shot Learning Language Modeling
Code Code Available GeneMask: Fast Pretraining of Gene Sequences to Enable Few-Shot Learning Jul 29, 2023 Few-Shot Learning Language Modeling
Code Code Available Mutually Guided Few-shot Learning for Relational Triple Extraction Jun 23, 2023 Cross-Domain Few-Shot Decoder
Code Code Available Memorisation versus Generalisation in Pre-trained Language Models Apr 16, 2021 Few-Shot Learning Low Resource Named Entity Recognition
Code Code Available Gaussian Prototypical Networks for Few-Shot Learning on Omniglot Aug 9, 2017 Classification Clustering
Code Code Available MyriadAL: Active Few Shot Learning for Histopathology Oct 24, 2023 Active Learning Contrastive Learning
Code Code Available Cross-Domain Few-Shot Learning via Adaptive Transformer Networks Jan 25, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences Jan 19, 2024 Contrastive Learning Few-Shot Learning
Code Code Available Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI Nov 11, 2024 Data Integration Few-Shot Learning
Code Code Available Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations Jul 16, 2022 Few-Shot Learning
Code Code Available Navigating Data Scarcity using Foundation Models: A Benchmark of Few-Shot and Zero-Shot Learning Approaches in Medical Imaging Aug 15, 2024 Few-Shot Learning Medical Image Analysis
Code Code Available Navigating the Landscape of Large Language Models: A Comprehensive Review and Analysis of Paradigms and Fine-Tuning Strategies Apr 13, 2024 Few-Shot Learning Knowledge Distillation
Code Code Available Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning Mar 15, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Nearest Neighbour Few-Shot Learning for Cross-lingual Classification Sep 6, 2021 Classification Few-Shot Learning
Code Code Available Near-real-time Earthquake-induced Fatality Estimation using Crowdsourced Data and Large-Language Models Dec 4, 2023 Few-Shot Learning
Code Code Available Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting Oct 27, 2022 Face Recognition Few-Shot Learning
Code Code Available Adaptive Cross-Modal Few-Shot Learning Feb 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available FsPONER: Few-shot Prompt Optimization for Named Entity Recognition in Domain-specific Scenarios Jul 10, 2024 Few-Shot Learning named-entity-recognition
Code Code Available Tensor feature hallucination for few-shot learning Jun 9, 2021 Data Augmentation Few-Shot Learning
Code Code Available FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation Feb 28, 2024 Data Augmentation Few-Shot Learning
Code Code Available CrisisMatch: Semi-Supervised Few-Shot Learning for Fine-Grained Disaster Tweet Classification Oct 23, 2023 Few-Shot Learning
Code Code Available tSF: Transformer-based Semantic Filter for Few-Shot Learning Nov 2, 2022 Few-Shot Learning object-detection
Code Code Available CPL-NoViD: Context-Aware Prompt-based Learning for Norm Violation Detection in Online Communities May 16, 2023 Few-Shot Learning
Code Code Available Frequency-Guided Masking for Enhanced Vision Self-Supervised Learning Sep 16, 2024 Few-Shot Learning image-classification
Code Code Available Neural Data Augmentation via Example Extrapolation Feb 2, 2021 Data Augmentation Diversity
Code Code Available Frankenstein Optimizer: Harnessing the Potential by Revisiting Optimization Tricks Mar 4, 2025 Few-Shot Learning
Code Code Available Benchmarking Spurious Bias in Few-Shot Image Classifiers Sep 4, 2024 Attribute Benchmarking
Code Code Available A Neural-Symbolic Architecture for Inverse Graphics Improved by Lifelong Meta-Learning May 22, 2019 Few-Shot Learning Meta-Learning
Code Code Available Flight of the PEGASUS? Comparing Transformers on Few-shot and Zero-shot Multi-document Abstractive Summarization Dec 1, 2020 Abstractive Text Summarization Document Summarization
Code Code Available Neural Similarity Learning Oct 28, 2019 Few-Shot Learning
Code Code Available Neural Stored-program Memory May 25, 2019 continual few-shot learning Few-Shot Learning
Code Code Available Neural Task Programming: Learning to Generalize Across Hierarchical Tasks Oct 4, 2017 Few-Shot Learning Program induction
Code Code Available Neural TMDlayer: Modeling Instantaneous flow of features via SDE Generators Aug 19, 2021 Data Augmentation Few-Shot Image Classification
Code Code Available Selective Vision-Language Subspace Projection for Few-shot CLIP Jul 24, 2024 Few-Shot Learning
Code Code Available FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech May 25, 2022 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Corrective In-Context Learning: Evaluating Self-Correction in Large Language Models Mar 20, 2025 Few-Shot Learning In-Context Learning
Code Code Available Neurocache: Efficient Vector Retrieval for Long-range Language Modeling Jul 2, 2024 Few-Shot Learning Language Modeling
Code Code Available NeuroCLIP: Neuromorphic Data Understanding by CLIP and SNN Jun 21, 2023 Few-Shot Learning
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