Few-Shot Learning

FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification ICLR 2023 FLamE: Few-shot Learning from Natural Language Explanations ACL 2023 FlexR: Few-shot Classification with Language Embeddings for Structured Reporting of Chest X-rays MIDL 2023 FlipNeRF: Flipped Reflection Rays for Few-shot Novel View Synthesis ICCV 2023 Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation NeurIPS 2023 Focus Your Attention when Few-Shot Classification NeurIPS 2023 Formal Mathematics Statement Curriculum Learning ICLR 2023 Frequency Guidance Matters in Few-Shot Learning ICCV 2023 From Chaos to Clarity: Claim Normalization to Empower Fact-Checking EMNLP 2023 FS-DETR: Few-Shot DEtection TRansformer with Prompting and without Re-Training ICCV 2023 Gaussian Distributed Prototypical Network for Few-shot Genomic Variant Detection ACL 2023 GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency ICML 2023 GEMS: Generating Efficient Meta-Subnets WACV 2023 Generalized Few-Shot Point Cloud Segmentation via Geometric Words ICCV 2023 Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models ACL 2023 Generative Models for Product Attribute Extraction EMNLP 2023 Genetic Prompt Search via Exploiting Language Model Probabilities IJCAI 2023 GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles ACL 2023 GersteinLab at MEDIQA-Chat 2023: Clinical Note Summarization from Doctor-Patient Conversations through Fine-tuning and In-context Learning ACL 2023 GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task CVPR 2023 Glocal Energy-Based Learning for Few-Shot Open-Set Recognition CVPR 2023 Goal-conditioned Offline Planning from Curious Exploration NeurIPS 2023 Gradient-Regulated Meta-Prompt Learning for Generalizable Vision-Language Models ICCV 2023 Graph of Circuits with GNN for Exploring the Optimal Design Space NeurIPS 2023 Graph Sampling-based Meta-Learning for Molecular Property Prediction IJCAI 2023