Classification of Radiological Text in Small and Imbalanced Datasets in a Non-English Language Sep 30, 2024 Few-Shot Learning Sentence
Code Code Available Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning Dec 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Class-Agnostic Counting Nov 1, 2018 Crowd Counting Few-Shot Learning
Code Code Available Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Nov 10, 2019 Diversity Entity Typing
Code Code Available ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification Mar 4, 2022 counterfactual Few-Shot Learning
Code Code Available Prototypical Calibration for Few-shot Learning of Language Models May 20, 2022 Few-Shot Learning In-Context Learning
Code Code Available Prototypical few-shot segmentation for cross-institution male pelvic structures with spatial registration Sep 12, 2022 Few-Shot Learning Medical Image Analysis
Code Code Available Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection Oct 6, 2020 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Learning Prototype Representations Across Few-Shot Tasks for Event Detection Nov 1, 2021 Event Detection Few-Shot Learning
Code Code Available LGM-Net: Learning to Generate Matching Networks for Few-Shot Learning May 15, 2019 Few-Shot Learning Meta-Learning
Code Code Available L-HYDRA: Multi-Head Physics-Informed Neural Networks Jan 5, 2023 Few-Shot Learning Meta-Learning
Code Code Available Learning New Tasks from a Few Examples with Soft-Label Prototypes Oct 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available SSM-Net for Plants Disease Identification in Low Data Regime May 27, 2020 Few-Shot Learning Transfer Learning
Code Code Available Learn Continually, Generalize Rapidly: Lifelong Knowledge Accumulation for Few-shot Learning Apr 18, 2021 Continual Learning Few-Shot Learning
Code Code Available Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks Feb 19, 2025 Few-Shot Learning Graph Learning
Code Code Available LightNER: A Lightweight Tuning Paradigm for Low-resource NER via Pluggable Prompting Aug 31, 2021 Few-Shot Learning Language Modelling
Code Code Available Towards Offensive Language Identification for Dravidian Languages Apr 1, 2021 Few-Shot Learning Language Identification
Code Code Available StablePT: Towards Stable Prompting for Few-shot Learning via Input Separation Apr 30, 2024 Contrastive Learning Few-Shot Learning
Code Code Available Limited Data Rolling Bearing Fault Diagnosis with Few-shot Learning Aug 22, 2019 Fault Diagnosis Few-Shot Learning
Code Code Available DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Mar 12, 2025 Diversity Few-Shot Learning
Code Code Available ProtSi: Prototypical Siamese Network with Data Augmentation for Few-Shot Subjective Answer Evaluation Nov 17, 2022 Contrastive Learning Data Augmentation
Code Code Available Unlocking the Full Potential of Small Data with Diverse Supervision Nov 29, 2019 Few-Shot Learning Representation Learning
Code Code Available Proxy Network for Few Shot Learning Sep 9, 2020 Few-Shot Learning Meta-Learning
Code Code Available Learning from the Tangram to Solve Mini Visual Tasks Dec 12, 2021 Few-Shot Learning
Code Code Available Towards Context-Agnostic Learning Using Synthetic Data May 29, 2020 Few-Shot Learning image-classification
Code Code Available Learning Deep Disentangled Embeddings with the F-Statistic Loss Feb 14, 2018 Few-Shot Learning
Code Code Available Pseudo-Labeling Based Practical Semi-Supervised Meta-Training for Few-Shot Learning Jul 14, 2022 Few-Shot Learning Meta-Learning
Code Code Available Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Jun 7, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available ASSERTIFY: Utilizing Large Language Models to Generate Assertions for Production Code Nov 25, 2024 Few-Shot Learning Prompt Engineering
Code Code Available Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction Feb 18, 2025 Aspect-Based Sentiment Analysis (ABSA) Few-Shot Learning
Code Code Available LLM-based Rewriting of Inappropriate Argumentation using Reinforcement Learning from Machine Feedback Jun 5, 2024 Few-Shot Learning Language Modeling
Code Code Available STAR: Constraint LoRA with Dynamic Active Learning for Data-Efficient Fine-Tuning of Large Language Models Mar 2, 2024 Active Learning Few-Shot Learning
Code Code Available LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Dec 20, 2024 Domain Adaptation Few-Shot Learning
Code Code Available learn2learn: A Library for Meta-Learning Research Aug 27, 2020 Few-Shot Learning Meta-Learning
Code Code Available Do Tutors Learn from Equity Training and Can Generative AI Assess It? Dec 15, 2024 Few-Shot Learning
Code Code Available StarNet: towards Weakly Supervised Few-Shot Object Detection Mar 15, 2020 Classification Few-Shot Learning
Code Code Available VIRL: Volume-Informed Representation Learning towards Few-shot Manufacturability Estimation Jun 18, 2024 Few-Shot Learning Representation Learning
Code Code Available Improving Few-Shot Learning through Multi-task Representation Learning Theory Oct 5, 2020 Continual Learning Few-Shot Learning
Code Code Available Do Prompt-Based Models Really Understand the Meaning of their Prompts? Sep 2, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Does MAML Only Work via Feature Re-use? A Data Centric Perspective Dec 24, 2021 Few-Shot Learning Meta-Learning
Code Code Available Logarithm-transform aided Gaussian Sampling for Few-Shot Learning Sep 28, 2023 Classification Few-Shot Image Classification
Code Code Available LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging Sep 17, 2024 Audio Tagging Few-Shot Learning
Code Code Available Towards Sample-efficient Overparameterized Meta-learning Jan 16, 2022 Few-Shot Learning Inductive Bias
Code Code Available Active Few-Shot Learning with FASL Apr 20, 2022 Active Learning Few-Shot Learning
Code Code Available LCNN: Lookup-based Convolutional Neural Network Nov 20, 2016 Few-Shot Learning
Code Code Available An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Apr 17, 2019 Few-Shot Learning Meta-Learning
Code Code Available Layer-Wise Feature Metric of Semantic-Pixel Matching for Few-Shot Learning Nov 10, 2024 Few-Shot Learning
Code Code Available Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding Jun 19, 2023 Adversarial Robustness Few-Shot Learning
Code Code Available Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks Jun 22, 2021 Adversarial Robustness Classification
Code Code Available LAVA: Label-efficient Visual Learning and Adaptation Oct 19, 2022 Few-Shot Learning Transfer Learning
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