← Application Areas
Machine Learning › Application Areas ›

Domain Generalization

1760 directly classified papers

Papers per year

Papers

Memory-Efficient Prompt Tuning for Incremental Histopathology Classification AAAI 2024
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset Generation EMNLP 2024
Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain Scheduler NIPS 2024
Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning IJCAI 2024
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual Classification NIPS 2024
Attribute Diversity Determines the Systematicity Gap in VQA EMNLP 2024
Robust Synthetic-to-Real Transfer for Stereo Matching CVPR 2024
Learning Content-Enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation AAAI 2024
Rethinking the Evaluation Protocol of Domain Generalization CVPR 2024
Frequency-Aware Deepfake Detection: Improving Generalizability through Frequency Space Domain Learning AAAI 2024
Semantic Transfer From Head to Tail: Enlarging Tail Margin for Long-Tailed Visual Recognition WACV 2024
Provably Invariant Learning without Domain Information ICML 2023
PAC Generalization via Invariant Representations ICML 2023
Detecting Out-of-distribution Data through In-distribution Class Prior ICML 2023
Concept-based Explanations for Out-of-Distribution Detectors ICML 2023
Out-of-Domain Robustness via Targeted Augmentations ICML 2023
Neural Algorithmic Reasoning with Causal Regularisation ICML 2023
Multi-Task Structural Learning using Local Task Similarity induced Neuron Creation and Removal ICML 2023
Explore and Exploit the Diverse Knowledge in Model Zoo for Domain Generalization ICML 2023
Simple Temporal Adaptation to Changing Label Sets: Hashtag Prediction via Dense KNN EMNLP 2023
Generalizing Multiple Object Tracking to Unseen Domains by Introducing Natural Language Representation AAAI 2023
Disentangling Structure and Style: Political Bias Detection in News by Inducing Document Hierarchy EMNLP 2023
Test-Time Style Shifting: Handling Arbitrary Styles in Domain Generalization ICML 2023
Robust Prompt Optimization for Large Language Models Against Distribution Shifts EMNLP 2023
Toward More Accurate and Generalizable Evaluation Metrics for Task-Oriented Dialogs ACL 2023