Few-Shot Learning

BYOC: Personalized Few-Shot Classification with Co-Authored Class Descriptions EMNLP 2023 CLAMP: Prompt-Based Contrastive Learning for Connecting Language and Animal Pose CVPR 2023 Coarse-to-fine Few-shot Learning for Named Entity Recognition ACL 2023 Code4Struct: Code Generation for Few-Shot Event Structure Prediction ACL 2023 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors ACL 2023 Compositional Prototypical Networks for Few-Shot Classification AAAI 2023 Contrastive Novelty-Augmented Learning: Anticipating Outliers with Large Language Models ACL 2023 Deeply Coupled Cross-Modal Prompt Learning ACL 2023 Defending Pre-trained Language Models as Few-shot Learners against Backdoor Attacks NeurIPS 2023 DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection CVPR 2023 Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from a Conditional Causal Perspective AAAI 2023 Disfluency Generation for More Robust Dialogue Systems ACL 2023 EASAL: Entity-Aware Subsequence-Based Active Learning for Named Entity Recognition AAAI 2023 Efficient Cross-Task Prompt Tuning for Few-Shot Conversational Emotion Recognition EMNLP 2023 Efficient Training of Language Models using Few-Shot Learning ICML 2023 Enhancing Cross-lingual Prompting with Dual Prompt Augmentation ACL 2023 ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning AAAI 2023 Exploring Incompatible Knowledge Transfer in Few-Shot Image Generation CVPR 2023 Exploring Tuning Characteristics of Ventral Stream’s Neurons for Few-Shot Image Classification AAAI 2023 ExPT: Synthetic Pretraining for Few-Shot Experimental Design NeurIPS 2023 Feature Distribution Fitting with Direction-Driven Weighting for Few-Shot Images Classification AAAI 2023 FEditNet: Few-Shot Editing of Latent Semantics in GAN Spaces AAAI 2023 Few-Shot 3D Point Cloud Semantic Segmentation via Stratified Class-Specific Attention Based Transformer Network AAAI 2023 Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation CVPR 2023 Few-Shot Composition Learning for Image Retrieval with Prompt Tuning AAAI 2023