few-shot learning

NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging CVPR 2023 Node Placement in Argument Maps: Modeling Unidirectional Relations in High & Low-Resource Scenarios ACL 2023 Norm-guided latent space exploration for text-to-image generation NeurIPS 2023 Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning EMNLP 2023 Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement ICCV 2023 N-Shot Benchmarking of Whisper on Diverse Arabic Speech Recognition Interspeech 2023 NutriAI: AI-Powered Child Malnutrition Assessment in Low-Resource Environments IJCAI 2023 OASum: Large-Scale Open Domain Aspect-based Summarization ACL 2023 On Conditional and Compositional Language Model Differentiable Prompting IJCAI 2023 One Fits All: Power General Time Series Analysis by Pretrained LM NeurIPS 2023 One-Shot and Few-Shot Exemplification Modeling EMNLP 2023 One-Shot Recognition of Any Material Anywhere Using Contrastive Learning with Physics-Based Rendering ICCV 2023 Online Constrained Meta-Learning: Provable Guarantees for Generalization NeurIPS 2023 Online Prototype Alignment for Few-shot Policy Transfer ICML 2023 On Task-personalized Multimodal Few-shot Learning for Visually-rich Document Entity Retrieval EMNLP 2023 On the informativeness of supervision signals UAI 2023 On the Potential and Limitations of Few-Shot In-Context Learning to Generate Metamorphic Specifications for Tax Preparation Software EMNLP 2023 On the Relation between Sensitivity and Accuracy in In-Context Learning EMNLP 2023 On the Soft-Subnetwork for Few-Shot Class Incremental Learning ICLR 2023 On the utility of enhancing BERT syntactic bias with Token Reordering Pretraining CoNLL 2023 OpenICL: An Open-Source Framework for In-context Learning ACL 2023 Open-Set Likelihood Maximization for Few-Shot Learning CVPR 2023 OpineSum: Entailment-based self-training for abstractive opinion summarization ACL 2023 Orca: A Few-shot Benchmark for Chinese Conversational Machine Reading Comprehension EMNLP 2023 PAC-tuning: Fine-tuning Pre-trained Language Models with PAC-driven Perturbed Gradient Descent EMNLP 2023