Domain Generalization

FakeDiffer: Distributional Disparity Learning on Differentiated Reconstruction for Face Forgery Detection AAAI 2025 FDS: Feedback-Guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization WACV 2025 Federated Deconfounding and Debiasing Learning for Out-of-Distribution Generalization IJCAI 2025 Federated Domain Generalization with Data-free On-server Matching Gradient ICLR 2025 Federated Domain Generalization with Decision Insight Matrix IJCAI 2025 Federated Domain Generalization with Domain-specific Soft Prompts Generation ICCV 2025 Federated Learning with Domain Shift Eraser CVPR 2025 Federated Unsupervised Domain Generalization Using Global and Local Alignment of Gradients AAAI 2025 FedGOG: Federated Graph Out-of-Distribution Generalization with Diffusion Data Exploration and Latent Embedding Decorrelation AAAI 2025 Filter or Compensate: Towards Invariant Representation from Distribution Shift for Anomaly Detection AAAI 2025 FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation CVPR 2025 Fourier Guided Adaptive Adversarial Augmentation for Generalization in Visual Reinforcement Learning AAAI 2025 FRAMES-VQA: Benchmarking Fine-Tuning Robustness across Multi-Modal Shifts in Visual Question Answering CVPR 2025 From In-Distribution to Out-of-Distribution: Joint Loss for Improving Generalization in Software Mention and Relation Extraction ACL 2025 FTFT: Efficient and Robust Fine-Tuning by Transferring Training Dynamics COLING 2025 Fully-inductive Node Classification on Arbitrary Graphs ICLR 2025 G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language Models ACL 2025 Gain from Neighbors: Boosting Model Robustness in the Wild via Adversarial Perturbations Toward Neighboring Classes CVPR 2025 Gait-X: Exploring X modality for Generalized Gait Recognition ICCV 2025 GARF: Learning Generalizable 3D Reassembly for Real-World Fractures ICCV 2025 GBlobs: Explicit Local Structure via Gaussian Blobs for Improved Cross-Domain LiDAR-based 3D Object Detection CVPR 2025 Generalizable Sensor-Based Activity Recognition via Categorical Concept Invariant Learning AAAI 2025 Generalizable Single-Source Cross-Modality Medical Image Segmentation via Invariant Causal Mechanisms WACV 2025 Generalized Diffusion Detector: Mining Robust Features from Diffusion Models for Domain-Generalized Detection CVPR 2025 GeneralizeFormer: Layer-Adaptive Model Generation across Test-Time Distribution Shifts WACV 2025