Few-Shot Learning

Active Reasoning in an Open-World Environment NeurIPS 2023 AdaPlanner: Adaptive Planning from Feedback with Language Models NeurIPS 2023 Adapting Language-Audio Models as Few-Shot Audio Learners Interspeech 2023 Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification AISTATS 2023 Adaptive IMLE for Few-shot Pretraining-free Generative Modelling ICML 2023 Adaptive Local-Component-Aware Graph Convolutional Network for One-Shot Skeleton-Based Action Recognition WACV 2023 AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification EMNLP 2023 A Data-Efficient Visual-Audio Representation with Intuitive Fine-tuning for Voice-Controlled Robots CoRL 2023 A Domain-Transfer Meta Task Design Paradigm for Few-Shot Slot Tagging AAAI 2023 Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding ACL 2023 A Language-First Approach for Procedure Planning ACL 2023 ALERT: Adapt Language Models to Reasoning Tasks ACL 2023 Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors ACL 2023 Alignment with human representations supports robust few-shot learning NeurIPS 2023 “A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation ACL 2023 A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics ICLR 2023 AMPERE: AMR-Aware Prefix for Generation-Based Event Argument Extraction Model ACL 2023 Analogy-Forming Transformers for Few-Shot 3D Parsing ICLR 2023 Analyzing Subjectivity Using a Transformer-Based Regressor Trained on Naïve Speakers’ Judgements ACL 2023 Anchoring Fine-tuning of Sentence Transformer with Semantic Label Information for Efficient Truly Few-shot Classification EMNLP 2023 A New Dataset and Empirical Study for Sentence Simplification in Chinese ACL 2023 API-Assisted Code Generation for Question Answering on Varied Table Structures EMNLP 2023 APoLLo : Unified Adapter and Prompt Learning for Vision Language Models EMNLP 2023 AraMUS: Pushing the Limits of Data and Model Scale for Arabic Natural Language Processing ACL 2023 Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning EMNLP 2023