← Learning Paradigms
Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

BigBio: A Framework for Data-Centric Biomedical Natural Language Processing NIPS 2022
Data Distributional Properties Drive Emergent In-Context Learning in Transformers NIPS 2022
STaR: Bootstrapping Reasoning With Reasoning NIPS 2022
Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition CVPR 2022
Flamingo: a Visual Language Model for Few-Shot Learning NIPS 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation NIPS 2022
Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation NIPS 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection NIPS 2022
AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels NIPS 2022
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification NIPS 2022
Constrained Few-Shot Class-Incremental Learning CVPR 2022
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning CVPR 2022
Pragmatically Learning from Pedagogical Demonstrations in Multi-Goal Environments NIPS 2022
Learning Expressive Meta-Representations with Mixture of Expert Neural Processes NIPS 2022
Meta-Learning for Multi-Label Few-Shot Classification WACV 2022
Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models COLING 2022
Few-shot Table-to-text Generation with Prefix-Controlled Generator COLING 2022
Enhancing Pre-trained Models with Text Structure Knowledge for Question Generation COLING 2022
Prompting for a conversation: How to control a dialog model? COLING 2022
UPER: Boosting Multi-Document Summarization with an Unsupervised Prompt-based Extractor COLING 2022
SEQZERO: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models NAACL 2022
Few-Shot Self-Rationalization with Natural Language Prompts NAACL 2022
LMTurk: Few-Shot Learners as Crowdsourcing Workers in a Language-Model-as-a-Service Framework NAACL 2022
A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis NAACL 2022
Efficient Few-Shot Fine-Tuning for Opinion Summarization NAACL 2022