Large-Scale Few-Shot Learning: Knowledge Transfer With Class Hierarchy Jun 1, 2019 Few-Shot Learning Transfer Learning
Code Code Available 5 Detecting Statements in Text: A Domain-Agnostic Few-Shot Solution May 9, 2024 Few-Shot Learning Natural Language Inference
Code Code Available 5 Compositional Clustering: Applications to Multi-Label Object Recognition and Speaker Identification Sep 9, 2021 Clustering Few-Shot Learning
Code Code Available 5 Regularization of Distinct Strategies for Unsupervised Question Generation Nov 1, 2020 Few-Shot Learning Question Answering
Code Code Available 5 Beyond Interpretability: The Gains of Feature Monosemanticity on Model Robustness Oct 27, 2024 Domain Generalization Few-Shot Learning
Code Code Available 5 Reinforcement Learning for Few-Shot Text Generation Adaptation Nov 22, 2021 Diversity Domain Adaptation
Code Code Available 5 Large Language Models as Attribution Regularizers for Efficient Model Training Feb 27, 2025 Few-Shot Learning
Code Code Available 5 Large Language Models Vote: Prompting for Rare Disease Identification Aug 24, 2023 Few-Shot Learning
Code Code Available 5 Compositional Generalization for Primitive Substitutions Oct 7, 2019 Few-Shot Learning Machine Translation
Code Code Available 5 LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning Dec 20, 2024 Domain Adaptation Few-Shot Learning
Code Code Available 5 Large Language Models are biased to overestimate profoundness Oct 22, 2023 Few-Shot Learning
Code Code Available 5 Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot Learning Nov 21, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 Knowledge Graph Transfer Network for Few-Shot Recognition Nov 21, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Knowledge-Enhanced Multi-Label Few-Shot Product Attribute-Value Extraction Aug 16, 2023 Attribute Attribute Value Extraction
Code Code Available 5 Demonstration-based learning for few-shot biomedical named entity recognition under machine reading comprehension Aug 12, 2023 Few-Shot Learning Machine Reading Comprehension
Code Code Available 5 Memorisation versus Generalisation in Pre-trained Language Models Apr 16, 2021 Few-Shot Learning Low Resource Named Entity Recognition
Code Code Available 5 Kernel Relative-prototype Spectral Filtering for Few-shot Learning Jul 24, 2022 Few-Shot Learning
Code Code Available 5 Delta-encoder: an effective sample synthesis method for few-shot object recognition Jun 12, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Learning Adaptive Classifiers Synthesis for Generalized Few-Shot Learning Jun 7, 2019 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available 5 Benchmarking Spurious Bias in Few-Shot Image Classifiers Sep 4, 2024 Attribute Benchmarking
Code Code Available 5 Benchmarking Pathology Foundation Models: Adaptation Strategies and Scenarios Oct 21, 2024 Benchmarking Few-Shot Learning
Code Code Available 5 Revisiting In-context Learning Inference Circuit in Large Language Models Oct 6, 2024 Few-Shot Learning In-Context Learning
Code Code Available 5 Investigating the Effect of Natural Language Explanations on Out-of-Distribution Generalization in Few-shot NLI Oct 12, 2021 Few-Shot Learning Few-Shot NLI
Code Code Available 5 DEff-GAN: Diverse Attribute Transfer for Few-Shot Image Synthesis Feb 28, 2023 Attribute Diversity
Code Code Available 5 Defensive Few-shot Learning Nov 16, 2019 Adversarial Defense Few-Shot Learning
Code Code Available 5 Interval Bound Interpolation for Few-shot Learning with Few Tasks Apr 7, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 Interactive Symbol Grounding with Complex Referential Expressions Jul 1, 2022 Few-Shot Learning Negation
Code Code Available 5 IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model Dec 10, 2024 Articles Few-Shot Learning
Code Code Available 5 Meta Architecture Search Dec 22, 2018 Bayesian Inference Few-Shot Learning
Code Code Available 5 Intelligence, physics and information -- the tradeoff between accuracy and simplicity in machine learning Jan 11, 2020 BIG-bench Machine Learning Causal Discovery
Code Code Available 5 Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models May 4, 2023 Few-Shot Learning Graph Clustering
Code Code Available 5 Instance-aware Prompt Learning for Language Understanding and Generation Jan 18, 2022 Few-Shot Learning Prompt Learning
Code Code Available 5 A Maximum Log-Likelihood Method for Imbalanced Few-Shot Learning Tasks Nov 26, 2022 Few-Shot Learning
Code Code Available 5 SIP: Injecting a Structural Inductive Bias into a Seq2Seq Model by Simulation Oct 1, 2023 Few-Shot Learning Inductive Bias
Code Code Available 5 Instance-level Few-shot Learning with Class Hierarchy Mining Apr 15, 2023 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available 5 Inferring Latent Class Statistics from Text for Robust Visual Few-Shot Learning Nov 24, 2023 Few-Shot Learning
Code Code Available 5 Deep Content Understanding Toward Entity and Aspect Target Sentiment Analysis on Foundation Models Jul 4, 2024 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available 5 RelationNet2: Deep Comparison Columns for Few-Shot Learning Nov 17, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Instance Selection Mechanisms for Human-in-the-Loop Systems in Few-Shot Learning Jul 14, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 A Zero-Shot LLM Framework for Automatic Assignment Grading in Higher Education Jan 24, 2025 Few-Shot Learning Language Modeling
Code Code Available 5 Decoder Choice Network for Meta-Learning Sep 25, 2019 Decoder Ensemble Learning
Code Code Available 5 Dealing With Heterogeneous 3D MR Knee Images: A Federated Few-Shot Learning Method With Dual Knowledge Distillation Mar 25, 2023 Federated Learning Few-Shot Learning
Code Code Available 5 In-context Learning and Gradient Descent Revisited Nov 13, 2023 Few-Shot Learning In-Context Learning
Code Code Available 5 Incremental Few-Shot Learning with Attention Attractor Networks Oct 16, 2018 Few-Shot Learning General Classification
Code Code Available 5 Kajal: Extracting Grammar of a Source Code Using Large Language Models Dec 12, 2024 Few-Shot Learning Prompt Engineering
Code Code Available 5 Learning Deep Disentangled Embeddings with the F-Statistic Loss Feb 14, 2018 Few-Shot Learning
Code Code Available 5 Dataset2Vec: Learning Dataset Meta-Features May 27, 2019 Auxiliary Learning Few-Shot Learning
Code Code Available 5 When Low Resource NLP Meets Unsupervised Language Model: Meta-pretraining Then Meta-learning for Few-shot Text Classification Aug 22, 2019 Few-Shot Learning Few-Shot Text Classification
Code Code Available 5 Data-Efficient Language Shaped Few-shot Image Classification Nov 1, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Adaptive Prototypical Networks Nov 22, 2022 Few-Shot Learning
Code Code Available 5 