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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Efficient Algorithms for Learning Monophonic Halfspaces in Graphs COLT 2024
DomainGallery: Few-shot Domain-driven Image Generation by Attribute-centric Finetuning NIPS 2024
A Weak Supervision Approach for Few-Shot Aspect Based Sentiment Analysis EACL 2024
A Streamlined Span-based Factorization Method for Few Shot Named Entity Recognition COLING 2024
TEII: Think, Explain, Interact and Iterate with Large Language Models to Solve Cross-lingual Emotion Detection ACL 2024
Cross-Domain Few-Shot Incremental Learning for Point-Cloud Recognition WACV 2024
NIMZ at SemEval-2024 Task 9: Evaluating Methods in Solving Brainteasers Defying Commonsense NAACL 2024
nicolay-r at SemEval-2024 Task 3: Using Flan-T5 for Reasoning Emotion Cause in Conversations with Chain-of-Thought on Emotion States NAACL 2024
M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024
Mashee at SemEval-2024 Task 8: The Impact of Samples Quality on the Performance of In-Context Learning for Machine Text Classification NAACL 2024
ImplicaTR: A Granular Dataset for Natural Language Inference and Pragmatic Reasoning in Turkish ACL 2024
Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding INTERSPEECH 2024
Link-Context Learning for Multimodal LLMs CVPR 2024
Learning To Adapt CLIP for Few-Shot Monocular Depth Estimation WACV 2024
Bridge the Points: Graph-based Few-shot Segment Anything Semantically NIPS 2024
Mind the Gap Between Prototypes and Images in Cross-domain Finetuning NIPS 2024
Observational Scaling Laws and the Predictability of Langauge Model Performance NIPS 2024
Few-Shot Event Classification in Images Using Knowledge Graphs for Prompting WACV 2024
CultureLLM: Incorporating Cultural Differences into Large Language Models NIPS 2024
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning NIPS 2024
LIVE: Learnable In-Context Vector for Visual Question Answering NIPS 2024
Kardeş-NLU: Transfer to Low-Resource Languages with the Help of a High-Resource Cousin – A Benchmark and Evaluation for Turkic Languages EACL 2024
Pixel Matching Network for Cross-Domain Few-Shot Segmentation WACV 2024
Almost Free: Self-concordance in Natural Exponential Families and an Application to Bandits NIPS 2024
A Two-Stage Prediction-Aware Contrastive Learning Framework for Multi-Intent NLU COLING 2024