Few-Shot Learning

Prompts Can Play Lottery Tickets Well: Achieving Lifelong Information Extraction via Lottery Prompt Tuning ACL 2023 Prompt to be Consistent is Better than Self-Consistent? Few-Shot and Zero-Shot Fact Verification with Pre-trained Language Models ACL 2023 ProtoDiff: Learning to Learn Prototypical Networks by Task-Guided Diffusion NeurIPS 2023 ProtoShotXAI: Using Prototypical Few-Shot Architecture for Explainable AI JMLR 2023 Prototypes-oriented Transductive Few-shot Learning with Conditional Transport ICCV 2023 Prototypical Calibration for Few-shot Learning of Language Models ICLR 2023 Prototypical Variational Autoencoder for 3D Few-shot Object Detection NeurIPS 2023 Provable Multi-instance Deep AUC Maximization with Stochastic Pooling ICML 2023 QAID: Question Answering Inspired Few-shot Intent Detection ICLR 2023 Quantify the Political Bias in News Edits: Experiments with Few-Shot Learners (Student Abstract) AAAI 2023 Query Your Model with Definitions in FrameNet: An Effective Method for Frame Semantic Role Labeling AAAI 2023 RankDNN: Learning to Rank for Few-Shot Learning AAAI 2023 RAPL: A Relation-Aware Prototype Learning Approach for Few-Shot Document-Level Relation Extraction EMNLP 2023 Read-only Prompt Optimization for Vision-Language Few-shot Learning ICCV 2023 Representative Demonstration Selection for In-Context Learning with Two-Stage Determinantal Point Process EMNLP 2023 Resources and Few-shot Learners for In-context Learning in Slavic Languages EACL 2023 Re-ViLM: Retrieval-Augmented Visual Language Model for Zero and Few-Shot Image Captioning EMNLP 2023 Revisit Finetuning strategy for Few-Shot Learning to Transfer the Emdeddings ICLR 2023 Revisiting Logistic-softmax Likelihood in Bayesian Meta-Learning for Few-Shot Classification NeurIPS 2023 Revisiting Prototypical Network for Cross Domain Few-Shot Learning CVPR 2023 Revisiting the Spatial and Temporal Modeling for Few-Shot Action Recognition AAAI 2023 Robust Generalization Strategies for Morpheme Glossing in an Endangered Language Documentation Context EMNLP 2023 Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation AAAI 2023 SA6D: Self-Adaptive Few-Shot 6D Pose Estimator for Novel and Occluded Objects CoRL 2023 s-Adaptive Decoupled Prototype for Few-Shot Object Detection ICCV 2023