Domain Generalization

Robust Function-Calling for On-Device Language Model via Function Masking ICLR 2025 Robustness Evaluation of the German Extractive Question Answering Task COLING 2025 Robustness to Spurious Correlations via Dynamic Knowledge Transfer IJCAI 2025 Robust Novelty Detection through Style-Conscious Feature Ranking WACV 2025 S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical Imaging AAAI 2025 SALAD: Improving Robustness and Generalization through Contrastive Learning with Structure-Aware and LLM-Driven Augmented Data NAACL 2025 SASep: Saliency-Aware Structured Separation of Geometry and Feature for Open Set Learning on Point Clouds CVPR 2025 SATA: Spatial Autocorrelation Token Analysis for Enhancing the Robustness of Vision Transformers CVPR 2025 Scaling Up Temporal Domain Generalization via Temporal Experts Averaging EMNLP 2025 ScholarBench: A Bilingual Benchmark for Abstraction, Comprehension, and Reasoning Evaluation in Academic Contexts EMNLP 2025 Seeing Culture: A Benchmark for Visual Reasoning and Grounding EMNLP 2025 Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes CVPR 2025 Seeking Rational Demonstrations for Large Language Models: A Domain Generalization Approach to Unsupervised Cross-Domain Keyphrase Generation ACL 2025 Segment Any-Quality Images with Generative Latent Space Enhancement CVPR 2025 ShortcutProbe: Probing Prediction Shortcuts for Learning Robust Models IJCAI 2025 Simplification Is All You Need against Out-of-Distribution Overconfidence CVPR 2025 Single Domain Generalization for Few-Shot Counting via Universal Representation Matching CVPR 2025 Small-to-Large Generalization: Training Data Influences Models Consistently Across Scale ICLR 2025 SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning CVPR 2025 SOMD 2025: Fine-tuning ModernBERT for In- and Out-of-Distribution NER and Relation Extraction of Software Mentions in Scientific Texts ACL 2025 SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps IJCAI 2025 Speech Act Patterns for Improving Generalizability of Explainable Politeness Detection Models ACL 2025 Split-and-Combine: Enhancing Style Augmentation for Single Domain Generalization ICCV 2025 Spurious Feature Eraser: Stabilizing Test-Time Adaptation for Vision-Language Foundation Model AAAI 2025 Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection AAAI 2025