Few-Shot Learning

Exploring the Numerical Reasoning Capabilities of Language Models: A Comprehensive Analysis on Tabular Data EMNLP 2023 Exploring Tuning Characteristics of Ventral Stream’s Neurons for Few-Shot Image Classification AAAI 2023 Extending an Event-type Ontology: Adding Verbs and Classes Using Fine-tuned LLMs Suggestions ACL 2023 FastRecon: Few-shot Industrial Anomaly Detection via Fast Feature Reconstruction ICCV 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 FEditNet: Few-Shot Editing of Latent Semantics in GAN Spaces AAAI 2023 Few-Sample Feature Selection via Feature Manifold Learning ICML 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 Continual Infomax Learning ICCV 2023 Few-Shot Document-Level Event Argument Extraction ACL 2023 Few-shot Event Detection: An Empirical Study and a Unified View ACL 2023 Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and Evaluation ACL 2023 Few-Shot Geometry-Aware Keypoint Localization CVPR 2023 Few-shot In-context Learning on Knowledge Base Question Answering ACL 2023 Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt ACL 2023 Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment CVPR 2023 Few-shot Low-resource Knowledge Graph Completion with Reinforced Task Generation ACL 2023 Few-Shot Medical Image Segmentation With Cycle-Resemblance Attention WACV 2023 Few-Shot Object Detection via Variational Feature Aggregation AAAI 2023 Few Shot Rationale Generation using Self-Training with Dual Teachers ACL 2023 Few-Shot Semantic Image Synthesis With Class Affinity Transfer CVPR 2023 Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023