Graph convolutional networks for learning with few clean and many noisy labels Oct 1, 2019 Few-Shot Learning General Classification
Code Code Available Adversarially Robust Few-Shot Learning: A Meta-Learning Approach Oct 2, 2019 Classification Few-Shot Image Classification
Code Code Available GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain Sep 6, 2021 Few-Shot Learning Language Modelling
Code Code Available Rethinking Task Sampling for Few-shot Vision-Language Transfer Learning Mar 9, 2022 Few-Shot Learning Meta-Learning
Code Code Available Robust Few-shot Learning Without Using any Adversarial Samples Nov 3, 2022 Decision Making Few-Shot Learning
Code Code Available Robust Fine-Tuning of Vision-Language Models for Domain Generalization Nov 3, 2023 Domain Generalization Few-Shot Learning
Code Code Available Adaptive Prototypical Networks Nov 22, 2022 Few-Shot Learning
Code Code Available Adaptive Posterior Learning: few-shot learning with a surprise-based memory module Feb 7, 2019 Decoder Few-Shot Learning
Code Code Available GPS: Genetic Prompt Search for Efficient Few-shot Learning Oct 31, 2022 Few-Shot Learning
Code Code Available Gotta Learn Fast: A New Benchmark for Generalization in RL Apr 10, 2018 Few-Shot Learning reinforcement-learning
Code Code Available Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile Jun 4, 2022 Few-Shot Learning Meta-Learning
Code Code Available Robust Meta-Representation Learning via Global Label Inference and Classification Dec 22, 2022 Few-Shot Learning Meta-Learning
Code Code Available Modular Adaptation for Cross-Domain Few-Shot Learning Apr 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Modularized Networks for Few-shot Hateful Meme Detection Feb 19, 2024 Few-Shot Learning In-Context Learning
Code Code Available GOGGLES: Automatic Image Labeling with Affinity Coding Mar 11, 2019 Few-Shot Learning
Code Code Available Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs Aug 26, 2022 Adversarial Robustness Few-Shot Learning
Code Code Available Motamot: A Dataset for Revealing the Supremacy of Large Language Models over Transformer Models in Bengali Political Sentiment Analysis Jul 28, 2024 Few-Shot Learning Sentiment Analysis
Code Code Available Global Convolutional Neural Processes Sep 2, 2021 Few-Shot Learning Gaussian Processes
Code Code Available Support-Set Context Matters for Bongard Problems Sep 7, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available BioRAGent: A Retrieval-Augmented Generation System for Showcasing Generative Query Expansion and Domain-Specific Search for Scientific Q&A Dec 16, 2024 Answer Generation Few-Shot Learning
Code Code Available Task Augmentation by Rotating for Meta-Learning Feb 8, 2020 Data Augmentation Few-Shot Learning
Code Code Available Multidimensional Belief Quantification for Label-Efficient Meta-Learning Mar 23, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Cross-domain Multi-modal Few-shot Object Detection via Rich Text Mar 24, 2024 Cross-Domain Few-Shot Domain Adaptation
Code Code Available A Bridge Between Hyperparameter Optimization and Learning-to-learn Dec 18, 2017 Few-Shot Learning Hyperparameter Optimization
Code Code Available Transforming Scholarly Landscapes: Influence of Large Language Models on Academic Fields beyond Computer Science Sep 29, 2024 Few-Shot Learning
Code Code Available Adaptive Masking Enhances Visual Grounding Oct 4, 2024 Few-Shot Learning Visual Grounding
Code Code Available AniWho : A Quick and Accurate Way to Classify Anime Character Faces in Images Aug 23, 2022 Few-Shot Learning Transfer Learning
Code Code Available Multi-level Metric Learning for Few-shot Image Recognition Mar 21, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Multi-level Second-order Few-shot Learning Jan 15, 2022 Action Recognition Few-Shot action recognition
Code Code Available Task-Embedded Control Networks for Few-Shot Imitation Learning Oct 8, 2018 Few-Shot Imitation Learning Few-Shot Learning
Code Code Available Bi-Matching Mechanism to Combat the Long Tail of Word Sense Disambiguation Nov 16, 2021 Few-Shot Learning Word Sense Disambiguation
Code Code Available Gestalt-Guided Image Understanding for Few-Shot Learning Feb 8, 2023 Few-Shot Learning
Code Code Available Massively Multilingual Transfer for NER Feb 1, 2019 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Generative Transfer Learning: Covid-19 Classification with a few Chest X-ray Images Aug 10, 2022 Binary Classification Few-Shot Learning
Code Code Available Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples Jan 1, 2024 Few-Shot Learning
Code Code Available Adaptive Gradient-Based Meta-Learning Methods Jun 6, 2019 Federated Learning Few-Shot Learning
Code Code Available Task-Specific Alignment and Multiple Level Transformer for Few-Shot Action Recognition Jul 5, 2023 Action Recognition Few-Shot action recognition
Code Code Available Multi-Modal Fusion by Meta-Initialization Oct 10, 2022 Few-Shot Learning image-classification
Code Code Available Generating Zero-shot Abstractive Explanations for Rumour Verification Jan 23, 2024 Few-Shot Learning Informativeness
Code Code Available Zero-Shot Stance Detection using Contextual Data Generation with LLMs May 19, 2024 Fake News Detection Few-Shot Learning
Code Code Available Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning May 3, 2019 Classification Denoising
Code Code Available A New Dataset and Empirical Study for Sentence Simplification in Chinese Jun 7, 2023 Few-Shot Learning Sentence
Code Code Available Generate, Annotate, and Learn: NLP with Synthetic Text Jun 11, 2021 Few-Shot Learning Image Classification
Code Code Available tax2vec: Constructing Interpretable Features from Taxonomies for Short Text Classification Feb 1, 2019 Classification Few-Shot Learning
Code Code Available Scalable Few-Shot Learning of Robust Biomedical Name Representations Jun 1, 2021 Continual Learning Few-Shot Learning
Code Code Available Beyond Scores: A Modular RAG-Based System for Automatic Short Answer Scoring with Feedback Sep 30, 2024 Few-Shot Learning Prompt Engineering
Code Code Available Multi-Pretext Attention Network for Few-shot Learning with Self-supervision Mar 10, 2021 Clustering Few-Shot Learning
Code Code Available Trip-ROMA: Self-Supervised Learning with Triplets and Random Mappings Jul 22, 2021 Few-Shot Learning Representation Learning
Code Code Available A Neural Topic-Attention Model for Medical Term Abbreviation Disambiguation Oct 30, 2019 Few-Shot Learning Sentence
Code Code Available Conditional Deep Gaussian Processes: multi-fidelity kernel learning Feb 7, 2020 Few-Shot Learning Gaussian Processes
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