Tabular Few-Shot Generalization Across Heterogeneous Feature Spaces Nov 16, 2023 Decoder Few-Shot Learning
— Unverified CLEAN-EVAL: Clean Evaluation on Contaminated Large Language Models Nov 15, 2023 Few-Shot Learning
— Unverified Selecting Shots for Demographic Fairness in Few-Shot Learning with Large Language Models Nov 14, 2023 Fairness Few-Shot Learning
— Unverified Dual-channel Prototype Network for few-shot Classification of Pathological Images Nov 14, 2023 Classification Diagnostic
— Unverified Cross-dataset domain adaptation for the classification COVID-19 using chest computed tomography images Nov 14, 2023 Computed Tomography (CT) Domain Adaptation
— Unverified In-context Learning and Gradient Descent Revisited Nov 13, 2023 Few-Shot Learning In-Context Learning
Code Code Available Few Shot Learning for the Classification of Confocal Laser Endomicroscopy Images of Head and Neck Tumors Nov 13, 2023 Few-Shot Learning
— Unverified Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding Nov 12, 2023 Contrastive Learning Data Augmentation
— Unverified Relation Extraction in underexplored biomedical domains: A diversity-optimised sampling and synthetic data generation approach Nov 10, 2023 Diversity Drug Discovery
Code Code Available Chatbots Are Not Reliable Text Annotators Nov 9, 2023 Few-Shot Learning text annotation
Code Code Available Enhancing Instance-Level Image Classification with Set-Level Labels Nov 9, 2023 Classification Few-Shot Learning
— Unverified Analysis and Applications of Deep Learning with Finite Samples in Full Life-Cycle Intelligence of Nuclear Power Generation Nov 7, 2023 Few-Shot Learning Open Set Learning
— Unverified Nexus at ArAIEval Shared Task: Fine-Tuning Arabic Language Models for Propaganda and Disinformation Detection Nov 6, 2023 Decision Making Few-Shot Learning
— Unverified Few-shot Learning using Data Augmentation and Time-Frequency Transformation for Time Series Classification Nov 6, 2023 Data Augmentation Few-Shot Learning
— Unverified Robust Fine-Tuning of Vision-Language Models for Domain Generalization Nov 3, 2023 Domain Generalization Few-Shot 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 On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval Nov 1, 2023 Contrastive Learning Entity Retrieval
— Unverified Few-shot time-series anomaly detection with unsupervised domain adaptation Nov 1, 2023 Anomaly Detection Domain Adaptation
— Unverified STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction Oct 31, 2023 Domain Adaptation Few-Shot Learning
— Unverified Adaptive Anchor Label Propagation for Transductive Few-Shot Learning Oct 30, 2023 Few-Shot Learning
Code Code Available Pre-trained Recommender Systems: A Causal Debiasing Perspective Oct 30, 2023 Few-Shot Learning Recommendation Systems
Code Code Available Retrofitting Light-weight Language Models for Emotions using Supervised Contrastive Learning Oct 29, 2023 Contrastive Learning Few-Shot Learning
— Unverified A Few-Shot Learning Focused Survey on Recent Named Entity Recognition and Relation Classification Methods Oct 29, 2023 Classification Few-Shot Learning
— Unverified PAC-tuning:Fine-tuning Pretrained Language Models with PAC-driven Perturbed Gradient Descent Oct 26, 2023 Data Augmentation Few-Shot Learning
— Unverified Weakly-Supervised Surgical Phase Recognition Oct 26, 2023 Few-Shot Learning Self-Supervised Learning
— Unverified Improving Few-shot Generalization of Safety Classifiers via Data Augmented Parameter-Efficient Fine-Tuning Oct 25, 2023 Data Augmentation Few-Shot Learning
— Unverified Improving generalization in large language models by learning prefix subspaces Oct 24, 2023 Few-Shot Learning parameter-efficient fine-tuning
Code Code Available MyriadAL: Active Few Shot Learning for Histopathology Oct 24, 2023 Active Learning Contrastive Learning
Code Code Available The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languages Oct 23, 2023 Emotion Recognition 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 Are LSTMs Good Few-Shot Learners? Oct 22, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Large Language Models are biased to overestimate profoundness Oct 22, 2023 Few-Shot Learning
Code Code Available Unsupervised Representation Learning to Aid Semi-Supervised Meta Learning Oct 19, 2023 Few-Shot Learning Meta-Learning
Code Code Available Exploring In-Context Learning of Textless Speech Language Model for Speech Classification Tasks Oct 19, 2023 Few-Shot Learning In-Context Learning
— Unverified Few-Shot In-Context Imitation Learning via Implicit Graph Alignment Oct 18, 2023 Few-Shot Learning Imitation Learning
— Unverified Experimental Results of Underwater Sound Speed Profile Inversion by Few-shot Multi-task Learning Oct 18, 2023 Compressive Sensing Few-Shot Learning
— Unverified A Tale of Pronouns: Interpretability Informs Gender Bias Mitigation for Fairer Instruction-Tuned Machine Translation Oct 18, 2023 Fairness Few-Shot Learning
Code Code Available Configuration Validation with Large Language Models Oct 15, 2023 Code Generation Few-Shot Learning
— Unverified Plug-and-Play Feature Generation for Few-Shot Medical Image Classification Oct 14, 2023 Few-Shot Learning image-classification
— Unverified In-Context Learning for Few-Shot Molecular Property Prediction Oct 13, 2023 Few-Shot Learning In-Context Learning
— Unverified Subspace Adaptation Prior for Few-Shot Learning Oct 13, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available LLM-augmented Preference Learning from Natural Language Oct 12, 2023 Few-Shot Learning Graph Attention
— Unverified Leveraging Twitter Data for Sentiment Analysis of Transit User Feedback: An NLP Framework Oct 11, 2023 Few-Shot Learning Sentiment Analysis
— Unverified Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning Oct 11, 2023 Argument Mining Few-Shot Learning
— Unverified Language-Guided Reinforcement Learning for Hard Attention in Few-Shot Learning Oct 11, 2023 Deep Reinforcement Learning Few-Shot Learning
— Unverified Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction Oct 10, 2023 Few-Shot Learning Relation Extraction
— Unverified PatchProto Networks for Few-shot Visual Anomaly Classification Oct 7, 2023 Anomaly Classification Classification
— Unverified Task Aware Modulation using Representation Learning: An Approach for Few Shot Learning in Environmental Systems Oct 7, 2023 Computational Efficiency Few-Shot Learning
— Unverified A Holistic Evaluation of Piano Sound Quality Oct 7, 2023 Diversity Few-Shot Learning
— Unverified Procedural Text Mining with Large Language Models Oct 5, 2023 Few-Shot Learning In-Context Learning
Code Code Available 