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Domain Generalization

1760 directly classified papers

Papers per year

Papers

Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA EMNLP 2022
Investigating Ensemble Methods for Model Robustness Improvement of Text Classifiers EMNLP 2022
Towards Generalized Open Information Extraction EMNLP 2022
Enhancing Out-of-Distribution Detection in Natural Language Understanding via Implicit Layer Ensemble EMNLP 2022
Challenges in Procedural Multimodal Machine Comprehension: A Novel Way To Benchmark WACV 2022
Decorrelate Irrelevant, Purify Relevant: Overcome Textual Spurious Correlations from a Feature Perspective COLING 2022
Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning COLING 2022
Human-Aided Saliency Maps Improve Generalization of Deep Learning WACV 2022
Domain Generalization without Excess Empirical Risk NIPS 2022
Multi-Granularity Semantic Aware Graph Model for Reducing Position Bias in Emotion Cause Pair Extraction ACL 2022
Analyzing Generalization of Vision and Language Navigation to Unseen Outdoor Areas ACL 2022
On the Limits of Evaluating Embodied Agent Model Generalization Using Validation Sets ACL 2022
Domain Generalization for Retinal Vessel Segmentation with Vector Field Transformer MIDL 2022
Beyond Static models and test sets: Benchmarking the potential of pre-trained models across tasks and languages ACL 2022
Extending the Scope of Out-of-Domain: Examining QA models in multiple subdomains ACL 2022
Attention Guided Deep Supervision Model for Prostate Segmentation in Multisite Heterogeneous MRI Data MIDL 2022
EnvEdit: Environment Editing for Vision-and-Language Navigation CVPR 2022
Tackling covariate shift with node-based Bayesian neural networks ICML 2022
Loss Function Learning for Domain Generalization by Implicit Gradient ICML 2022
Learning Invariant Graph Representations for Out-of-Distribution Generalization NIPS 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder ICML 2022
Challenges to Open-Domain Constituency Parsing ACL 2022
Late-Resizing: A Simple but Effective Sketch Extraction Strategy for Improving Generalization of Line-Art Colorization WACV 2022
mToFNet: Object Anti-Spoofing With Mobile Time-of-Flight Data WACV 2022
Feature Generation and Hypothesis Verification for Reliable Face Anti-spoofing AAAI 2022