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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Active Learning on Pre-trained Language Model with Task-Independent Triplet Loss AAAI 2022
Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction AAAI 2022
Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment AAAI 2022
TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition AAAI 2022
Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation AAAI 2022
Dual Attention Networks for Few-Shot Fine-Grained Recognition AAAI 2022
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-training AAAI 2022
ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification AAAI 2022
Search and Learn: Improving Semantic Coverage for Data-to-Text Generation AAAI 2022
ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022
Exploring Entity Interactions for Few-Shot Relation Learning (Student Abstract) AAAI 2022
Switch-GPT: An Effective Method for Constrained Text Generation under Few-Shot Settings (Student Abstract) AAAI 2022
LITMUS Predictor: An AI Assistant for Building Reliable, High-Performing and Fair Multilingual NLP Systems AAAI 2022
Self-Adaptive Imitation Learning: Learning Tasks with Delayed Rewards from Sub-optimal Demonstrations AAAI 2022
Inductive Relation Prediction by BERT AAAI 2022
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA AAAI 2022
Question Answering Infused Pre-training of General-Purpose Contextualized Representations ACL 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition ACL 2022
Label Semantics for Few Shot Named Entity Recognition ACL 2022
Question Generation for Reading Comprehension Assessment by Modeling How and What to Ask ACL 2022
ASCM: An Answer Space Clustered Prompting Method without Answer Engineering ACL 2022
EICO: Improving Few-Shot Text Classification via Explicit and Implicit Consistency Regularization ACL 2022
Low Resource Causal Event Detection from Biomedical Literature ACL 2022
DEFTri: A Few-Shot Label Fused Contextual Representation Learning For Product Defect Triage in e-Commerce ACL 2022
Pathologies of Pre-trained Language Models in Few-shot Fine-tuning ACL 2022