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Domain Generalization

1760 directly classified papers

Papers per year

Papers

Certifiable Out-of-Distribution Generalization AAAI 2023
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment AAAI 2023
Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability AAAI 2023
Counterfactual Active Learning for Out-of-Distribution Generalization ACL 2023
What does a Text Classifier Learn about Morality? An Explainable Method for Cross-Domain Comparison of Moral Rhetoric ACL 2023
Domain Aligned Prefix Averaging for Domain Generalization in Abstractive Summarization ACL 2023
Are Layout-Infused Language Models Robust to Layout Distribution Shifts? A Case Study with Scientific Documents ACL 2023
Multi-VALUE: A Framework for Cross-Dialectal English NLP ACL 2023
Scene-robust Natural Language Video Localization via Learning Domain-invariant Representations ACL 2023
PCFG-Based Natural Language Interface Improves Generalization for Controlled Text Generation ACL 2023
Improving Domain Generalization for Prompt-Aware Essay Scoring via Disentangled Representation Learning ACL 2023
Are Sample-Efficient NLP Models More Robust? ACL 2023
Toward More Accurate and Generalizable Evaluation Metrics for Task-Oriented Dialogs ACL 2023
Compressing and Debiasing Vision-Language Pre-Trained Models for Visual Question Answering EMNLP 2023
Robust Prompt Optimization for Large Language Models Against Distribution Shifts EMNLP 2023
Memory-Based Invariance Learning for Out-of-Domain Text Classification EMNLP 2023
Out-of-Distribution Generalization in Natural Language Processing: Past, Present, and Future EMNLP 2023
Towards Building More Robust NER datasets: An Empirical Study on NER Dataset Bias from a Dataset Difficulty View EMNLP 2023
Preserving Knowledge Invariance: Rethinking Robustness Evaluation of Open Information Extraction EMNLP 2023
Simple Temporal Adaptation to Changing Label Sets: Hashtag Prediction via Dense KNN EMNLP 2023
Disentangling Structure and Style: Political Bias Detection in News by Inducing Document Hierarchy EMNLP 2023
You Told Me That Joke Twice: A Systematic Investigation of Transferability and Robustness of Humor Detection Models EMNLP 2023
Data Factors for Better Compositional Generalization EMNLP 2023
MILAB at PragTag-2023: Enhancing Cross-Domain Generalization through Data Augmentation with Reduced Uncertainty EMNLP 2023
Targeted Image Data Augmentation Increases Basic Skills Captioning Robustness EMNLP 2023