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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Contrastive Novelty-Augmented Learning: Anticipating Outliers with Large Language Models ACL 2023
Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network AAAI 2023
Hard Sample Aware Prompt-Tuning ACL 2023
PromptNER: Prompt Locating and Typing for Named Entity Recognition ACL 2023
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization ACL 2023
Revisiting the Spatial and Temporal Modeling for Few-Shot Action Recognition AAAI 2023
FEditNet: Few-Shot Editing of Latent Semantics in GAN Spaces AAAI 2023
Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023
Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation AAAI 2023
Coarse-to-fine Few-shot Learning for Named Entity Recognition ACL 2023
Meta-training with Demonstration Retrieval for Efficient Few-shot Learning ACL 2023
Residual Prompt Tuning: improving prompt tuning with residual reparameterization ACL 2023
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from a Conditional Causal Perspective AAAI 2023
Learning to Learn Better for Video Object Segmentation AAAI 2023
Leveraging Training Data in Few-Shot Prompting for Numerical Reasoning ACL 2023
Enhancing Cross-lingual Prompting with Dual Prompt Augmentation ACL 2023
Few-Shot Object Detection via Variational Feature Aggregation AAAI 2023
Adversarial Knowledge Stimulated Contrastive Prompting for Few-shot Language Learners ACL 2023
Making Pre-trained Language Models Better Learn Few-Shot Spoken Language Understanding in More Practical Scenarios ACL 2023
Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023
Parameter-Efficient Model Adaptation for Vision Transformers AAAI 2023
RankDNN: Learning to Rank for Few-Shot Learning AAAI 2023
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation AAAI 2023
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning AAAI 2023