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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023
Multi-Mask Label Mapping for Prompt-Based Learning AAAI 2023
HybridPrompt: Bridging Language Models and Human Priors in Prompt Tuning for Visual Question Answering AAAI 2023
CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors ACL 2023
Prototypical Fine-Tuning: Towards Robust Performance under Varying Data Sizes AAAI 2023
Bayesian Cross-Modal Alignment Learning for Few-Shot Out-of-Distribution Generalization AAAI 2023
LM-CPPF: Paraphrasing-Guided Data Augmentation for Contrastive Prompt-Based Few-Shot Fine-Tuning ACL 2023
Feature Distribution Fitting with Direction-Driven Weighting for Few-Shot Images Classification AAAI 2023
ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning AAAI 2023
Compositional Prototypical Networks for Few-Shot Classification AAAI 2023
EASAL: Entity-Aware Subsequence-Based Active Learning for Named Entity Recognition AAAI 2023
Revisiting Automated Prompting: Are We Actually Doing Better? ACL 2023
Better Generalized Few-Shot Learning Even without Base Data AAAI 2023
Supervised Contrastive Few-Shot Learning for High-Frequency Time Series AAAI 2023
Benchmarking Large Language Model Capabilities for Conditional Generation ACL 2023
RobuT: A Systematic Study of Table QA Robustness Against Human-Annotated Adversarial Perturbations ACL 2023
Multi-Label Few-Shot ICD Coding as Autoregressive Generation with Prompt AAAI 2023
Few-Shot Composition Learning for Image Retrieval with Prompt Tuning AAAI 2023
MANNER: A Variational Memory-Augmented Model for Cross Domain Few-Shot Named Entity Recognition ACL 2023
Code4Struct: Code Generation for Few-Shot Event Structure Prediction ACL 2023
Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network AAAI 2023
Revisiting the Spatial and Temporal Modeling for Few-Shot Action Recognition AAAI 2023
Hint-Aug: Drawing Hints From Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning CVPR 2023
Handwritten Text Generation From Visual Archetypes CVPR 2023
FEditNet: Few-Shot Editing of Latent Semantics in GAN Spaces AAAI 2023