Few-Shot Learning

Where Is My Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization CVPR 2023 ZARA: Improving Few-Shot Self-Rationalization for Small Language Models EMNLP 2023 A Closer Look at Prototype Classifier for Few-shot Image Classification NeurIPS 2022 A Few-Shot Semantic Parser for Wizard-of-Oz Dialogues with the Precise ThingTalk Representation ACL 2022 AMAL: Meta Knowledge-Driven Few-Shot Adapter Learning EMNLP 2022 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning NeurIPS 2022 A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022 A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022 Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations EMNLP 2022 ASCM: An Answer Space Clustered Prompting Method without Answer Engineering ACL 2022 ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022 BBTv2: Towards a Gradient-Free Future with Large Language Models EMNLP 2022 Better Few-Shot Relation Extraction with Label Prompt Dropout EMNLP 2022 Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation IJCAI 2022 CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022 Can Yes-No Question-Answering Models be Useful for Few-Shot Metaphor Detection? EMNLP 2022 CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation EMNLP 2022 CISLR: Corpus for Indian Sign Language Recognition EMNLP 2022 Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards EMNLP 2022 CoNeRF: Controllable Neural Radiance Fields CVPR 2022 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification NeurIPS 2022 Continued Pretraining for Better Zero- and Few-Shot Promptability EMNLP 2022 “Covid vaccine is against Covid but Oxford vaccine is made at Oxford!” Semantic Interpretation of Proper Noun Compounds EMNLP 2022 CPL: Counterfactual Prompt Learning for Vision and Language Models EMNLP 2022 Cross-Domain Few-Shot Graph Classification AAAI 2022