Domain Generalization

Seeing Through the Shift: Causality-Inspired Robust Generalized Category Discovery CVPR 2026 Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation MIDL 2026 Through the Frequency Lens: Cross-Domain Generalisable Gaze Estimation with Adaptive Modulation CVPR 2026 Towards Generalized Multimodal Homography Estimation CVPR 2026 Towards Multimodal Domain Generalization with Few Labels CVPR 2026 An Effective Anomalous Sound Detection Method Based on Global and Local Attribute Mining Interspeech 2025 CLEP-DG: Contrastive Learning for Speech Emotion Domain Generalization via Soft Prompt Tuning Interspeech 2025 Clustered Invariant Risk Minimization AISTATS 2025 Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI Segmentation MIDL 2025 DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification AISTATS 2025 DGFamba: Learning Flow Factorized State Space for Visual Domain Generalization AAAI 2025 Expand Horizon: Graph Out-of-Distribution Generalization via Multi-Level Environment Inference AAAI 2025 Invariant Link Selector for Spatial-Temporal Out-of-Distribution Problem AISTATS 2025 Learning Fine-grained Domain Generalization via Hyperbolic State Space Hallucination AAAI 2025 M-HOF-Opt: Multi-Objective Hierarchical Output Feedback Optimization via Multiplier Induced Loss Landscape Scheduling AISTATS 2025 Moment Alignment: Unifying Gradient and Hessian Matching for Domain Generalization UAI 2025 OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025 PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model AAAI 2025 Position also matters! Separating Same Instruments in String Quartet using Timbral and Positional Cues Interspeech 2025 Scalable Out-of-Distribution Robustness in the Presence of Unobserved Confounders AISTATS 2025 Collaborating Foundation Models for Domain Generalized Semantic Segmentation CVPR 2024 Consistency Regularization for Domain Generalization with Logit Attribution Matching UAI 2024 EntProp: High Entropy Propagation for Improving Accuracy and Robustness UAI 2024 HYPO: Hyperspherical Out-Of-Distribution Generalization ICLR 2024 Learning Content-Enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation AAAI 2024