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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Domain Aligned CLIP for Few-Shot Classification WACV 2024
ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identification WACV 2024
Self-Sampling Meta SAM: Enhancing Few-Shot Medical Image Segmentation With Meta-Learning WACV 2024
Expanding Hyperspherical Space for Few-Shot Class-Incremental Learning WACV 2024
Should Cross-Lingual AMR Parsing go Meta? An Empirical Assessment of Meta-Learning and Joint Learning AMR Parsing EMNLP 2024
Simple Semantic-Aided Few-Shot Learning CVPR 2024
Ontologically Faithful Generation of Non-Player Character Dialogues EMNLP 2024
SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images WACV 2024
Ada-Instruct: Adapting Instruction Generators for Complex Reasoning EMNLP 2024
Diversity Over Size: On the Effect of Sample and Topic Sizes for Topic-Dependent Argument Mining Datasets EMNLP 2024
Few-shot Dialogue Strategy Learning for Motivational Interviewing via Inductive Reasoning ACL 2024
Understanding Inverse Scaling and Emergence in Multitask Representation Learning AISTATS 2024
Scalable Meta-Learning with Gaussian Processes AISTATS 2024
Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study COLING 2024
LEDetection: A Simple Framework for Semi-Supervised Few-Shot Object Detection AISTATS 2024
LA-UCL: LLM-Augmented Unsupervised Contrastive Learning Framework for Few-Shot Text Classification COLING 2024
Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors COLING 2024
MKeCL: Medical Knowledge-Enhanced Contrastive Learning for Few-shot Disease Diagnosis COLING 2024
Semantic-Aware Video Representation for Few-Shot Action Recognition WACV 2024
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning ACL 2024
SymKGQA: Few-Shot Knowledge Graph Question Answering via Symbolic Program Generation and Execution ACL 2024
Empirical Analysis of Dialogue Relation Extraction with Large Language Models IJCAI 2024
BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction ACL 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024