Few-Shot Learning

Graphs, Constraints, and Search for the Abstraction and Reasoning Corpus AAAI 2023 Guiding Users to Where To Give Color Hints for Efficient Interactive Sketch Colorization via Unsupervised Region Prioritization WACV 2023 Handwritten Text Generation From Visual Archetypes CVPR 2023 Hard-Meta-Dataset++: Towards Understanding Few-Shot Performance on Difficult Tasks ICLR 2023 Hard Sample Aware Prompt-Tuning ACL 2023 Hierarchical Gaussian Mixture based Task Generative Model for Robust Meta-Learning NeurIPS 2023 Hierarchical Grammar-Induced Geometry for Data-Efficient Molecular Property Prediction ICML 2023 Hierarchical Prompt Learning for Multi-Task Learning CVPR 2023 Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion ICLR 2023 High-Level Semantic Feature Matters Few-Shot Unsupervised Domain Adaptation AAAI 2023 HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models CVPR 2023 Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language NeurIPS 2023 HybridPrompt: Bridging Language Models and Human Priors in Prompt Tuning for Visual Question Answering AAAI 2023 Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach NeurIPS 2023 HyperNetwork-based Decoupling to Improve Model Generalization for Few-Shot Relation Extraction EMNLP 2023 HyperReenact: One-Shot Reenactment via Jointly Learning to Refine and Retarget Faces ICCV 2023 HyperShot: Few-Shot Learning by Kernel HyperNetworks WACV 2023 ICA-Proto: Iterative Cross Alignment Prototypical Network for Incremental Few-Shot Relation Classification EACL 2023 Images in Language Space: Exploring the Suitability of Large Language Models for Vision & Language Tasks ACL 2023 impact of sample selection on in-context learning for entity extraction from scientific writing EMNLP 2023 Improving and Simplifying Template-Based Named Entity Recognition EACL 2023 Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data NeurIPS 2023 Improving Object-centric Learning with Query Optimization ICLR 2023 Improving Small Footprint Few-shot Keyword Spotting with Supervision on Auxiliary Data Interspeech 2023 In-Context Analogical Reasoning with Pre-Trained Language Models ACL 2023