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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting EMNLP 2023
BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023
Retrieval-Augmented Few-shot Text Classification EMNLP 2023
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from a Conditional Causal Perspective AAAI 2023
Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition EMNLP 2023
Learning to Learn Better for Video Object Segmentation AAAI 2023
Finding Support Examples for In-Context Learning EMNLP 2023
On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval EMNLP 2023
Few-Shot Object Detection via Variational Feature Aggregation AAAI 2023
ZARA: Improving Few-Shot Self-Rationalization for Small Language Models EMNLP 2023
Parameter-Efficient Model Adaptation for Vision Transformers AAAI 2023
Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023
Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! EMNLP 2023
ArabIcros: AI-Powered Arabic Crossword Puzzle Generation for Educational Applications EMNLP 2023
Tree of Clarifications: Answering Ambiguous Questions with Retrieval-Augmented Large Language Models EMNLP 2023
RankDNN: Learning to Rank for Few-Shot Learning AAAI 2023
Noisy Exemplars Make Large Language Models More Robust: A Domain-Agnostic Behavioral Analysis EMNLP 2023
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation AAAI 2023
Prototype-based HyperAdapter for Sample-Efficient Multi-task Tuning EMNLP 2023
Few-Shot Geometry-Aware Keypoint Localization CVPR 2023
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning AAAI 2023
FreeNeRF: Improving Few-Shot Neural Rendering With Free Frequency Regularization CVPR 2023
Exploring Tuning Characteristics of Ventral Stream’s Neurons for Few-Shot Image Classification AAAI 2023
Learning To Segment Every Referring Object Point by Point CVPR 2023
ASPIRO: Any-shot Structured Parsing-error-Induced ReprOmpting for Consistent Data-to-Text Generation EMNLP 2023