PARMESAN: Parameter-Free Memory Search and Transduction for Dense Prediction Tasks Mar 18, 2024 Continual Learning Few-Shot Learning
— Unverified Better (pseudo-)labels for semi-supervised instance segmentation Mar 18, 2024 Few-Shot Learning image-classification
— Unverified Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding Mar 17, 2024 Few-Shot Learning Language Modelling
— Unverified On the low-shot transferability of [V]-Mamba Mar 15, 2024 Few-Shot Learning Mamba
— Unverified Investigating grammatical abstraction in language models using few-shot learning of novel noun gender Mar 15, 2024 Decoder Few-Shot Learning
— Unverified TaxoLLaMA: WordNet-based Model for Solving Multiple Lexical Semantic Tasks Mar 14, 2024 Domain Adaptation Few-Shot Learning
Code Code Available Multi-Objective Optimization Using Adaptive Distributed Reinforcement Learning Mar 13, 2024 Cloud Computing Few-Shot Learning
— Unverified Search-based Optimisation of LLM Learning Shots for Story Point Estimation Mar 13, 2024 Few-Shot Learning Meta-Learning
— Unverified Segmentation of Knee Bones for Osteoarthritis Assessment: A Comparative Analysis of Supervised, Few-Shot, and Zero-Shot Learning Approaches Mar 13, 2024 Few-Shot Learning Morphological Analysis
— Unverified Agile gesture recognition for low-power applications: customisation for generalisation Mar 12, 2024 Few-Shot Learning Gesture Recognition
— Unverified Boosting keyword spotting through on-device learnable user speech characteristics Mar 12, 2024 Few-Shot Learning Keyword Spotting
Code Code Available MENTOR: Multilingual tExt detectioN TOward leaRning by analogy Mar 12, 2024 Few-Shot Learning Scene Text Detection
— Unverified Rethinking ASTE: A Minimalist Tagging Scheme Alongside Contrastive Learning Mar 12, 2024 Aspect Sentiment Triplet Extraction Contrastive Learning
— Unverified Evaluating the Energy Efficiency of Few-Shot Learning for Object Detection in Industrial Settings Mar 11, 2024 Few-Shot Learning object-detection
— Unverified Few-shot Learning on Heterogeneous Graphs: Challenges, Progress, and Prospects Mar 10, 2024 Few-Shot Learning
— Unverified FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning Mar 10, 2024 Federated Learning Few-Shot Learning
— Unverified ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Mar 9, 2024 Few-Shot Learning Language Modeling
Code Code Available Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Mar 7, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available TEGEE: Task dEfinition Guided Expert Ensembling for Generalizable and Few-shot Learning Mar 7, 2024 Continual Learning Definition Extraction
— Unverified Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Mar 7, 2024 class-incremental learning Class Incremental Learning
— Unverified Uncertainty-Aware Relational Graph Neural Network for Few-Shot Knowledge Graph Completion Mar 7, 2024 Few-Shot Learning Graph Neural Network
— Unverified Japanese-English Sentence Translation Exercises Dataset for Automatic Grading Mar 6, 2024 Few-Shot Learning In-Context Learning
— Unverified Boosting Meta-Training with Base Class Information for Few-Shot Learning Mar 6, 2024 Few-Shot Learning Meta-Learning
— Unverified Designing Informative Metrics for Few-Shot Example Selection Mar 6, 2024 Few-Shot Learning few-shot-ner
— Unverified Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Mar 6, 2024 Attribute Data Augmentation
Code Code Available On Transfer in Classification: How Well do Subsets of Classes Generalize? Mar 6, 2024 Few-Shot Learning Transfer Learning
— Unverified Few-shot Learner Parameterization by Diffusion Time-steps Mar 5, 2024 Few-Shot Learning Inductive Bias
Code Code Available Zero-Shot Cross-Lingual Document-Level Event Causality Identification with Heterogeneous Graph Contrastive Transfer Learning Mar 5, 2024 Event Causality Identification Few-Shot Learning
— Unverified How does Architecture Influence the Base Capabilities of Pre-trained Language Models? A Case Study Based on FFN-Wider and MoE Transformers Mar 4, 2024 Few-Shot Learning Language Modeling
— Unverified Analyzing and Adapting Large Language Models for Few-Shot Multilingual NLU: Are We There Yet? Mar 4, 2024 Few-Shot Learning In-Context Learning
— Unverified TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models Mar 4, 2024 Few-Shot Learning Graph Embedding
— Unverified Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning Mar 4, 2024 Contrastive Learning Cross-Domain Few-Shot
Code Code Available Leveraging Weakly Annotated Data for Hate Speech Detection in Code-Mixed Hinglish: A Feasibility-Driven Transfer Learning Approach with Large Language Models Mar 4, 2024 Few-Shot Learning Hate Speech Detection
— Unverified Transformers for Supervised Online Continual Learning Mar 3, 2024 Continual Learning Few-Shot Learning
— Unverified 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 Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning Mar 1, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available FORML: A Riemannian Hessian-free Method for Meta-learning on Stiefel Manifolds Feb 28, 2024 Few-Shot Learning Meta-Learning
— Unverified FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation Feb 28, 2024 Data Augmentation Few-Shot Learning
Code Code Available Surgment: Segmentation-enabled Semantic Search and Creation of Visual Question and Feedback to Support Video-Based Surgery Learning Feb 27, 2024 Few-Shot Learning
— Unverified Meta-Tasks: An alternative view on Meta-Learning Regularization Feb 27, 2024 Few-Shot Learning Meta-Learning
— Unverified Few-Shot Learning for Annotation-Efficient Nucleus Instance Segmentation Feb 26, 2024 Few-shot Instance Segmentation Few-Shot Learning
— Unverified Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning Time Series
Code Code Available Intelligent Known and Novel Aircraft Recognition -- A Shift from Classification to Similarity Learning for Combat Identification Feb 26, 2024 Classification Few-Shot Learning
— Unverified Parameter-efficient Prompt Learning for 3D Point Cloud Understanding Feb 24, 2024 Few-Shot Learning Prompt Engineering
Code Code Available Dental Severity Assessment through Few-shot Learning and SBERT Fine-tuning Feb 24, 2024 Diagnostic Few-Shot Learning
— Unverified SportQA: A Benchmark for Sports Understanding in Large Language Models Feb 24, 2024 Few-Shot Learning Multiple-choice
Code Code Available Improving Sentence Embeddings with Automatic Generation of Training Data Using Few-shot Examples Feb 23, 2024 Dataset Generation Decoder
Code Code Available TREC: APT Tactic / Technique Recognition via Few-Shot Provenance Subgraph Learning Feb 23, 2024 Few-Shot Learning
— Unverified Small Language Models as Effective Guides for Large Language Models in Chinese Relation Extraction Feb 22, 2024 Few-Shot Learning Language Modelling
— Unverified CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion Feb 22, 2024 Contrastive Learning Few-Shot Learning
— Unverified 