Few-Shot Learning

Sample-Efficient Preference-based Reinforcement Learning with Dynamics Aware Rewards CoRL 2023 SAT-Based PAC Learning of Description Logic Concepts IJCAI 2023 SEER : A Knapsack approach to Exemplar Selection for In-Context HybridQA EMNLP 2023 SegGPT: Towards Segmenting Everything in Context ICCV 2023 SegRCDB: Semantic Segmentation via Formula-Driven Supervised Learning ICCV 2023 Selective Annotation Makes Language Models Better Few-Shot Learners ICLR 2023 Selective In-Context Data Augmentation for Intent Detection using Pointwise V-Information EACL 2023 Self-Attention Message Passing for Contrastive Few-Shot Learning WACV 2023 Self-Calibrated Cross Attention Network for Few-Shot Segmentation ICCV 2023 Self-Correcting Bayesian Optimization through Bayesian Active Learning NeurIPS 2023 Self-Evaluation Guided Beam Search for Reasoning NeurIPS 2023 Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks EMNLP 2023 Self-regulating Prompts: Foundational Model Adaptation without Forgetting ICCV 2023 Self-supervised Meta-Prompt Learning with Meta-Gradient Regularization for Few-shot Generalization EMNLP 2023 Self-Supervised Representation Learning for CAD CVPR 2023 Self-Supervised Set Representation Learning for Unsupervised Meta-Learning ICLR 2023 Semantic Guided Latent Parts Embedding for Few-Shot Learning WACV 2023 Semantic matching for text classification with complex class descriptions EMNLP 2023 SemEval-2023 Task 1: Visual Word Sense Disambiguation SemEval 2023 SemSup-XC: Semantic Supervision for Zero and Few-shot Extreme Classification ICML 2023 Sentiment and Emotion Classification in Low-resource Settings ACL 2023 Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting ICLR 2023 SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-Learning NeurIPS 2023 SINC: Self-Supervised In-Context Learning for Vision-Language Tasks ICCV 2023 SinGRAF: Learning a 3D Generative Radiance Field for a Single Scene CVPR 2023