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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023
Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition CVPR 2023
Low Resource Quantitative Information Extraction via Structure Searching and Prefix-Based Text Generation AAAI 2023
Clustered-patch Element Connection for Few-shot Learning IJCAI 2023
Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation CVPR 2023
Feature Distribution Fitting with Direction-Driven Weighting for Few-Shot Images Classification AAAI 2023
Generalizing Few-Shot Named Entity Recognizers to Unseen Domains with Type-Related Features EMNLP 2023
Autonomous Manipulation Learning for Similar Deformable Objects via Only One Demonstration CVPR 2023
In-context Learning of Large Language Models for Controlled Dialogue Summarization: A Holistic Benchmark and Empirical Analysis EMNLP 2023
Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning EMNLP 2023
Supervised Masked Knowledge Distillation for Few-Shot Transformers CVPR 2023
Argument Detection in Student Essays under Resource Constraints EMNLP 2023
Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis ACL 2023
Orca: A Few-shot Benchmark for Chinese Conversational Machine Reading Comprehension EMNLP 2023
Inferring and Leveraging Parts From Object Shape for Improving Semantic Image Synthesis CVPR 2023
Causal Intervention-based Few-Shot Named Entity Recognition EMNLP 2023
Exploring the Effectiveness of Prompt Engineering for Legal Reasoning Tasks ACL 2023
Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023
RexUIE: A Recursive Method with Explicit Schema Instructor for Universal Information Extraction EMNLP 2023
Using Planning to Improve Semantic Parsing of Instructional Texts ACL 2023
Progressive Few-Shot Adaptation of Generative Model with Align-Free Spatial Correlation AAAI 2023
BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023
Reasoning Circuits: Few-shot Multi-hop Question Generation with Structured Rationales ACL 2023
A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting EMNLP 2023
MetaReVision: Meta-Learning with Retrieval for Visually Grounded Compositional Concept Acquisition EMNLP 2023