Few-Shot Learning

Evidential Conditional Neural Processes AAAI 2023 Evolving Semantic Prototype Improves Generative Zero-Shot Learning ICML 2023 Exploring Chain of Thought Style Prompting for Text-to-SQL EMNLP 2023 Exploring Distributional Shifts in Large Language Models for Code Analysis EMNLP 2023 Exploring Diverse In-Context Configurations for Image Captioning NeurIPS 2023 Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation CVPR 2023 Exploring Zero and Few-shot Techniques for Intent Classification ACL 2023 ExPT: Synthetic Pretraining for Few-Shot Experimental Design NeurIPS 2023 Extensible and Efficient Proxy for Neural Architecture Search ICCV 2023 Fairness-guided Few-shot Prompting for Large Language Models NeurIPS 2023 Fake It Till You Make It: Learning Transferable Representations From Synthetic ImageNet Clones CVPR 2023 FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning NeurIPS 2023 Feature Distribution Fitting with Direction-Driven Weighting for Few-Shot Images Classification AAAI 2023 Feature Normalization and Cartography-Based Demonstrations for Prompt-Based Fine-Tuning on Emotion-Related Tasks AAAI 2023 Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network AAAI 2023 Few-shot Adaptation for Manipulating Granular Materials Under Domain Shift RSS 2023 Few-shot Adaptation Works with UnpredicTable Data ACL 2023 Few-shot Classification via Ensemble Learning with Multi-Order Statistics IJCAI 2023 Few-shot Classification with Hypersphere Modeling of Prototypes ACL 2023 Few-shot Class-incremental Audio Classification Using Adaptively-refined Prototypes Interspeech 2023 Few-shot Class-incremental Audio Classification Using Stochastic Classifier Interspeech 2023 Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation CVPR 2023 Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration NeurIPS 2023 Few-Shot Common Action Localization via Cross-Attentional Fusion of Context and Temporal Dynamics ICCV 2023 Few-Shot Composition Learning for Image Retrieval with Prompt Tuning AAAI 2023