← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Large-Scale Label Interpretation Learning for Few-Shot Named Entity Recognition EACL 2024
In-Context Learning with Iterative Demonstration Selection EMNLP 2024
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation NIPS 2024
Rider Posture-Based Continuous Authentication with Few-Shot Learning for Mobility Scooters (Student Abstract) AAAI 2024
Demystifying Algorithmic Fairness in an Uncertain World AAAI 2024
Instance-Level Dynamic LoRAs Composition for Cross-Task Generalization EMNLP 2024
Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding EMNLP 2024
Continual Few-shot Event Detection via Hierarchical Augmentation Networks COLING 2024
Does Few-Shot Learning Suffer from Backdoor Attacks? AAAI 2024
Distilling Causal Effect of Data in Continual Few-shot Relation Learning COLING 2024
Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation Purification AAAI 2024
Chinese UMR annotation: Can LLMs help? COLING 2024
Few-shot Link Prediction on Hyper-relational Facts COLING 2024
Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024
HGPrompt: Bridging Homogeneous and Heterogeneous Graphs for Few-Shot Prompt Learning AAAI 2024
Few shot chain-of-thought driven reasoning to prompt LLMs for open-ended medical question answering EMNLP 2024
Make Prompts Adaptable: Bayesian Modeling for Vision-Language Prompt Learning with Data-Dependent Prior AAAI 2024
Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitation IJCAI 2024
AnyTrans: Translate AnyText in the Image with Large Scale Models EMNLP 2024
A Coarse-to-Fine Prototype Learning Approach for Multi-Label Few-Shot Intent Detection EMNLP 2024
GOLEM: GOld Standard for Learning and Evaluation of Motifs COLING 2024
Offensiveness, Hate, Emotion and GPT: Benchmarking GPT3.5 and GPT4 as Classifiers on Twitter-specific Datasets COLING 2024
Bayesian Example Selection Improves In-Context Learning for Speech, Text and Visual Modalities EMNLP 2024
Tree of Problems: Improving structured problem solving with compositionality EMNLP 2024
Which Programming Language and What Features at Pre-training Stage Affect Downstream Logical Inference Performance? EMNLP 2024