RAEmoLLM: Retrieval Augmented LLMs for Cross-Domain Misinformation Detection Using In-Context Learning based on Emotional Information Jun 16, 2024 Few-Shot Learning In-Context Learning
Code Code Available Does language help generalization in vision models? Apr 16, 2021 Adversarial Robustness Clustering
Code Code Available Chatbots Are Not Reliable Text Annotators Nov 9, 2023 Few-Shot Learning text annotation
Code Code Available LaSO: Label-Set Operations networks for multi-label few-shot learning Feb 26, 2019 Data Augmentation Few-Shot Learning
Code Code Available RAMario: Experimental Approach to Reptile Algorithm -- Reinforcement Learning for Mario May 16, 2023 Few-Shot Learning Meta-Learning
Code Code Available DocLangID: Improving Few-Shot Training to Identify the Language of Historical Documents May 3, 2023 Few-Shot Learning Language Identification
Code Code Available AugGPT: Leveraging ChatGPT for Text Data Augmentation Feb 25, 2023 Data Augmentation Few-Shot Learning
Code Code Available Diversity with Cooperation: Ensemble Methods for Few-Shot Classification Mar 27, 2019 Classification Diversity
Code Code Available Low-Shot Learning for the Semantic Segmentation of Remote Sensing Imagery Mar 26, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs Oct 7, 2022 Adversarial Defense Few-Shot Learning
Code Code Available Reading ability detection using eye-tracking data with LSTM-based few-shot learning Sep 13, 2024 Few-Shot Learning Prediction
Code Code Available Diversity Transfer Network for Few-Shot Learning Dec 31, 2019 Diversity Few-Shot Learning
Code Code Available Unsupervised Meta-Learning via Dynamic Head and Heterogeneous Task Construction for Few-Shot Classification Oct 3, 2024 Few-Shot Learning Meta-Learning
Code Code Available MA 3 : Model Agnostic Adversarial Augmentation for Few Shot learning Apr 10, 2020 Few-Shot Learning
Code Code Available Diverse Retrieval-Augmented In-Context Learning for Dialogue State Tracking Jul 4, 2023 Dialogue State Tracking Few-Shot Learning
Code Code Available MAD: Meta Adversarial Defense Benchmark Sep 18, 2023 Adversarial Defense Few-Shot Learning
Code Code Available Unsupervised Question Answering via Answer Diversifying Aug 23, 2022 Data Augmentation Denoising
Code Code Available STraTA: Self-Training with Task Augmentation for Better Few-shot Learning Sep 13, 2021 Few-Shot Learning Few-Shot NLI
Code Code Available Large-Scale Few-Shot Learning: Knowledge Transfer With Class Hierarchy Jun 1, 2019 Few-Shot Learning Transfer Learning
Code Code Available Large Language Models Vote: Prompting for Rare Disease Identification Aug 24, 2023 Few-Shot Learning
Code Code Available Make SVM great again with Siamese kernel for few-shot learning Jan 1, 2018 Few-Shot Learning General Classification
Code Code Available Unsupervised Representation Learning Meets Pseudo-Label Supervised Self-Distillation: A New Approach to Rare Disease Classification Oct 9, 2021 Classification Few-Shot Learning
Code Code Available Large Language Models as Attribution Regularizers for Efficient Model Training Feb 27, 2025 Few-Shot Learning
Code Code Available Reasoning Graph Enhanced Exemplars Retrieval for In-Context Learning Sep 17, 2024 Few-Shot Learning In-Context Learning
Code Code Available Unsupervised Representation Learning to Aid Semi-Supervised Meta Learning Oct 19, 2023 Few-Shot Learning Meta-Learning
Code Code Available Diverse Few-Shot Text Classification with Multiple Metrics May 19, 2018 Classification Few-Shot Learning
Code Code Available Direct multimodal few-shot learning of speech and images Dec 10, 2020 Few-Shot Learning Transfer Learning
Code Code Available Large Language Models are biased to overestimate profoundness Oct 22, 2023 Few-Shot Learning
Code Code Available Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations Jul 5, 2024 Chunking Few-Shot Learning
Code Code Available Knowledge Graph Transfer Network for Few-Shot Recognition Nov 21, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation Jul 28, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Dictionary-Assisted Supervised Contrastive Learning Oct 27, 2022 Contrastive Learning Data Augmentation
Code Code Available Knowledge-Enhanced Multi-Label Few-Shot Product Attribute-Value Extraction Aug 16, 2023 Attribute Attribute Value Extraction
Code Code Available Detecting Statements in Text: A Domain-Agnostic Few-Shot Solution May 9, 2024 Few-Shot Learning Natural Language Inference
Code Code Available MaskDiff: Modeling Mask Distribution with Diffusion Probabilistic Model for Few-Shot Instance Segmentation Mar 9, 2023 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available Kernel Relative-prototype Spectral Filtering for Few-shot Learning Jul 24, 2022 Few-Shot Learning
Code Code Available 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 A Closer Look at the Training Strategy for Modern Meta-Learning Dec 1, 2020 Few-Shot Learning Meta-Learning
Code Code Available A Simple Approach to Adversarial Robustness in Few-shot Image Classification Apr 11, 2022 Adversarial Robustness Few-Shot Image Classification
Code Code Available Kajal: Extracting Grammar of a Source Code Using Large Language Models Dec 12, 2024 Few-Shot Learning Prompt Engineering
Code Code Available Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models Sep 30, 2024 Few-Shot Learning In-Context Learning
Code Code Available Training-Free Exponential Context Extension via Cascading KV Cache Jun 24, 2024 Book summarization Computational Efficiency
Code Code Available Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models May 4, 2023 Few-Shot Learning Graph Clustering
Code Code Available 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 Interval Bound Interpolation for Few-shot Learning with Few Tasks Apr 7, 2022 Few-Shot Learning Meta-Learning
Code Code Available MATE: Plugging in Model Awareness to Task Embedding for Meta Learning Dec 1, 2020 feature selection Few-Shot Learning
Code Code Available Acquiring Bidirectionality via Large and Small Language Models Aug 19, 2024 Few-Shot Learning named-entity-recognition
Code Code Available CFReID: Continual Few-shot Person Re-Identification Mar 24, 2025 Few-Shot Learning Person Re-Identification
Code Code Available 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 Delta-encoder: an effective sample synthesis method for few-shot object recognition Jun 12, 2018 Few-Shot Image Classification Few-Shot Learning
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