few-shot learning

Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs NeurIPS 2024 Pretraining Language Models Using Translationese EMNLP 2024 Privacy-Preserving In-Context Learning with Differentially Private Few-Shot Generation ICLR 2024 ProG: A Graph Prompt Learning Benchmark NeurIPS 2024 PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection CVPR 2024 Prompt-Based Bias Calibration for Better Zero/Few-Shot Learning of Language Models EMNLP 2024 PromptFix: Few-shot Backdoor Removal via Adversarial Prompt Tuning NAACL 2024 Prompting-based Synthetic Data Generation for Few-Shot Question Answering COLING 2024 Prompting Few-shot Multi-hop Question Generation via Comprehending Type-aware Semantics NAACL 2024 Prompting towards Alleviating Code-Switched Data Scarcity in Under-Resourced Languages with GPT as a Pivot COLING 2024 Prompting Vision Foundation Models for Pathology Image Analysis CVPR 2024 Prompt Learning via Meta-Regularization CVPR 2024 Promptly Predicting Structures: The Return of Inference NAACL 2024 Prompt Space Optimizing Few-shot Reasoning Success with Large Language Models NAACL 2024 Prompt Tuning for Few-shot Relation Extraction via Modeling Global and Local Graphs COLING 2024 ProSA: Assessing and Understanding the Prompt Sensitivity of LLMs EMNLP 2024 Protein Multimer Structure Prediction via Prompt Learning ICLR 2024 Prototype-based Prompt-Instance Interaction with Causal Intervention for Few-shot Event Detection COLING 2024 Prototypical Reward Network for Data-Efficient RLHF ACL 2024 Pushing the Limit of Fine-Tuning for Few-Shot Learning: Where Feature Reusing Meets Cross-Scale Attention AAAI 2024 Pushing the Limits of Low-Resource NER Using LLM Artificial Data Generation ACL 2024 Q-Tuning: Queue-based Prompt Tuning for Lifelong Few-shot Language Learning NAACL 2024 Quantifying Language Models' Sensitivity to Spurious Features in Prompt Design or: How I learned to start worrying about prompt formatting ICLR 2024 QueryAgent: A Reliable and Efficient Reasoning Framework with Environmental Feedback based Self-Correction ACL 2024 QueST: Self-Supervised Skill Abstractions for Learning Continuous Control NeurIPS 2024